{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "## Document-image binarization using modified Sauvola's algorithm\n",
    "\n",
    "This binarization technique is an improvement over Sauvola's binarization technique. In this work, we improve the existing Sauvola's binarization technique by preserving more foreground information in the binarized document-images. In order to achieve this, we introduce a confidence score for the background pixels. \n",
    "\n",
    "\n",
    "In Sauvola's algorithm, a threshold is computed for each pixel using the Eq $\\ref{eq:sauvola}$, where, for an input image $I$,  $R=\\frac{\\textrm{max}(I) - \\textrm{min}(I)}{2}$. \n",
    "\\begin{equation}\n",
    "T_W (p)= m_{W}^{p} \\times [1+k\\times (\\frac{s_{W}^{p}}{R} - 1)]\n",
    "\\label{eq:sauvola} \\tag{1}\n",
    "\\end{equation}\n",
    "The threshold $T$ is computed for each pixel ($p$) based on a window $W$ of size $n \\times n$ surrounding it, where $m_{W}^{p}, s_{W}^{p}$ respectively represent mean and standard deviation of $W$ around pixel $p$, and  $k$ lies between $0 \\le k \\le 1$. \n",
    "\n",
    "We define a confidence value, $C$, for each pixel $p$ as Eq \\ref{eq:conf}, where max($I$) represent maximum value of any pixel of an input image $I$.\n",
    "\\begin{equation}\n",
    "  C_W(p)  = \\left\\{\n",
    "  \\begin{array}{l l}\n",
    "    \\frac{I(p) - T_W(p)}{\\textrm{max}(I) - T_W(p)} & \\quad \\textrm{if \\textit{$I(p)$} $>$ \\textit{$T_W(p)$}}\\\\\n",
    "    0 & \\quad  \\textrm{otherwise}\\\\\n",
    "  \\end{array} \\right.\n",
    "\\label{eq:conf} \\tag{2}\n",
    "\\end{equation} \n",
    "\n",
    "\n",
    "A new image $I_{c}$ corresponding to an input image $I$ is generated using the confidence value given by the  Eq $\\ref{eq:conf}$. Later, Eq $\\ref{eq:sauvola}$ is used to compute thresholds for the image $I_c$. These thresholds are further used to generate the new binary image. \n",
    "\n",
    "For details refer to this [paper](https://drive.google.com/file/d/1D3CyI5vtodPJeZaD2UV5wdcaIMtkBbdZ/view?usp=sharing)\n",
    "\n",
    "This notebook provides an example of how to utilize modified sauvola algorithm for image binarization task."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "from skimage.filters import threshold_sauvola\n",
    "import ModifiedSauvola_Binarization as MSB"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sample Usage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/KWEsl8u6td/tdp8y2bMWVFe5p9NpzGazHsSYSCS0hsvlctq/MplMBAIBfD4f8Xhcm3xXA6xWK729vbS2tnLrrbdiMBg4fvz4sgfomVCvpbwIOFf/60LjUr1eNUZYDY0slUrax1UPk3w+j91u1yao8o+rAzuRSASfz1fTOYvF4jJrIJPJ0N3dTTAYrNPkbQRqKdupNudWM+ui0agOT2ezWTKZjF67ev9yucz09PQpx19sbPRDOZvN6jULhYIOCEFltHMmk6FYLOqffD6PlJJgMEgikdAjgEdHRwkEAnrE89zcnO559Pv9zM7OkkwmSSaT+P1+yuUygUBAb08kEqfMXj8dkskkDz/8MO95z3v4l3/5F6Di8yohrwV1k/IMqCUcbzab9RNzNVPS5XLp96sHPxiNxmUCbTAY1tXqcTbI5XI6Gql8MrvdTrFYxGw2Mzs7q+dvq590Ok0mk9GRVoPBQFNTk36IqIijCrCEw2FcLhexWAyDwUBrayvBYBCTyYTL5aJQKJBIJHC5XBSLRXK5HKVSSQdNisWinpHudDp1+N9sNmO1WvV30t/fD1TMe6PRiNPp1CmCrq5KEdNKzbyeOQArkc1micfj3HHHHTQ0NPD8888zMzOzrpRN3aS8irEyYWsymSgUCjpyWT3ju1gsUigU9AND+aLVml3tr/J7hUJB7xcMBvH5fOsyTS81U1ZKSTwe58knnyQajfLVr36VT3/603z+85+vmXm5ruGWcKYvt1gsrhmuzmazp4wsyufzq9bYKfPIaDSeNn+z8npOd36oCM96k7wWi+WUPNbK9AWggyWrjWVS+66m2atNrebm5nVdm7qWSwlCCBoaGvjgBz9IMpmkv7+fp59+el2VJnUNt4TTCZyUklQqhcvlWvX99VSCVEcZ1c2uQvBqu2KCMpvN5HI5rTWgYoZW+zxKQJLJpDa/ar2OZDJJMBikvb1drxMMBrHZbOTzeWKxGF6vl3g8jtPppL29vaZqkysZx48fx+Fw0NXVpb/zlpYWAoFAXcOtB6d7mgoh1hQ2qM3PW3melcdUb68+V63D/rxeb83XoM7ndrtxOBzLrqWzs1Pn+Ox2O263W5uCV7uwzc3N8a53vQspJX/6p3/K+973PoDT3hsrURe4Jays+1NYS3uttr/yWVQuq1qIS6XSsjC2WjOfz5PL5bDb7dpkLBaLlMtlTCYT6XQao9Goh7fb7XbK5bI2V9Pp9LLqjvVitf9N+V2qguJqFzQFk8nERz/6UXbs2EE+n9edA+vp+K5/kktYWWlRvb3W/VW0sjpqWQ3lt6mbXPVSuVyuZaF3pU3K5TJOpxOr1UqhUNCVISqqB6yrF6uOc0Nrayu/+7u/S2dnJ0ajkSeeeIJYLFZPfF/pqLVyv47zi0gkwgsvvMDDDz9MIpGo+3BXKurCdnFQKpX4xje+gRCCO++8kxtuuIH777+/7sPVUcf5QDgc5r/9t/9GY2MjjY2N7Nq1i0Qisa5ihbrA1VFHjfB4PPyv//W/mJmZYXh4mHvvvZc9e/YwNzdX8xp1gaujjhphtVq5+eab6e/vZ2BggOPHjzMxMbEuGod60KSOOtYB1aakChBSqRR9fX34/f56t0AddWwk8vk8H/rQh7jnnnv43ve+pwsiLjRN3gSQAEpAUUp5kxCiCfg7oJcKr8n7pJSRJeKhPwPuBdLAbygy2TrquNSRSCSYnp7m5ptvpre3l6mpKfx+v6alqAUbpeHuklJeL6W8aen1Z4GfSym3Aj9feg3wq1TYurYCHwG+tUHnr6OO846mpib+8R//keuvv55/+7d/47bbbuOxxx7D7/fXvMb5Cpo8ALxj6e+/An4BfGZp+1/LiuO4XwjhXUGrd05IJBLYbLZTCngV+5XZbK4ph6USy9UJ5kKhsGZhsCp8VjWI1exaZzpHHZcPhBB4vV4+8IEPEAwG6erq4uDBgxe2W0AIMQ5EqNDifVtK+R0hRFRK6V16XwARKaVXCPFPwJeXGL8QQvwc+IyU8pUVa36EigZk8+bNeyYnJ894HcVikb//+7+nt7eXHTt2UCwWsVgsHDt2jO3bt/P888/T09NDZ2cnCwsLtLS00NDQwNTUFMVika6uLnK5HE6nk2PHjuF0Ojly5Aj3338/6XSaw4cPs2/fPpLJpG6WVLRuP/3pT9m+fTuBQACbzUYsFmPPnj1YrVZN+ZbP53U5Vj6fZ25uDqvVitfrxe1263Iu1ZMGFaFU5WCXWqvK1YpAIIDVal3W6d3Z2cnc3NwFqzR5m5RyVgjRCvxUCHG8+k0ppRRCrEuqz4bqXHEVms1m5ubmaGtrY2JiAqPRiMFgoKGhgYWFBR1lSqfT+P1+bDYbw8PDpFIpFhcX2bdvH319fbz88ss0NzczOjrK3NwcR44cwev1Mjk5qTuVGxoa2LlzJxaLhYWFBU2lYDQaOXDgAHa7ncHBQdLpNG+++aamDmhra8NmszEyMsJdd93F+Pg4fr+fbDZLX1+fHpNcKpWwWCx4PB5uv/32dbXy17HxiEQi3HPPPeTzeR544AG+9KUvYTQa11U8vqFpASHEF4Ak8GHgHVLKeSFEB/ALKeWgEOLbS39/f2n/YbXfWmuuJy1wOtZiRf6i/l9Vta94RdTfqvC4UChQLpfJ5XK6xb+6J214eJhcLsd1112nqRKq8zGlUgmPx0O5XCYcDi9j61JMXYp1WJmi8Xgcq9VKOBzW5KhQab1xuVwbziJcx/oQi8X4+te/zpYtW2hpaWFxcZH5+Xm+8Y1v1DyQ8ZwETgjhBAxSysTS3z8F/gtwNxCSUn5ZCPFZoElK+X8LIe4DPkklSnkL8A0p5WlHVq03D1csFjVFwEZiZYPqSvanOq4OBINBXnrpJaLRKL/3e7/HwMAAL7zwAplM5oIIXB/wD0svTcBjUsovCSF8wBPAZmCSSlogvOTPfRP4FSppgQ+t9N9WYr0C9/zzz+Pz+fD5fFgsFj3Qwe12n7HNv1QqMT4+jsfj0fRqStAWFxe59tpra74OqAi/6uo2Go1Eo1FsNpv216ppy4eGhkin0+zYsQOTycTU1BS9vb0ApwR8NtK0XEndEI/HV60NzOfzLC4u0tXVdUqwx+/343K59Czzq+FBVCqVCIVCTE5O8su//MtEIpHz78NJKU8Cu1fZHqKi5VZul8AnzuWcZ8K2bduAtyi38/k88Xi8ps5p1RgaDAaZn5/H4/FoKu+zafIUQpBKpUilUjQ3NzM3N4fRaMRms7GwsMCuXbtwOBw6wpnJZHj55ZdxOBxkMhnC4TANDQ2MjIwAFcJXs9nM4ODghhGwTkxM6O5uKSVvvPEGLS0t2Gw2UqkUAwMDtLe3EwwGeeGFF7SfLKWko6ODYDDI8PCwbqC12+1s2bKFnTt3bsj1XWp46aWXSCaT3HDDDbS2ttLa2orT6az5+Cu+tEsNx1jv9JlsNovZbN7wqTXqmlKpFDabTWuXap4SBaUlqv3P05H2nA2Un6oo2NVEGyklCwsLDAwMYLFYKBQKmv9RMXKpSF0wGNRa3OFw4HQ6r8iURywWY9++fRSLRT796U/zkY98hGKxyO7du3nzzTevzn64crnM3NwcDQ0NmM1mXXZTKBQoFotEIhFaW1sRQpDL5ZiYmGBwcPAUwbLZbOvi6l8NivtR1d1Vd4Ov7KESQmhuyNX+J7W9mp1rLVqIlTgdQZLBYNCVEiu1eFNTk/7bbDZjNpv1PtV5xE2bNq15nisp32iz2fjOd77D5OQkU1NT3HvvvbS1tV3dswXC4fAp6YBEIkEul8NiseBwOBgbG9P8IseOHcPhcNDb24uUkpMnT7Jp0ybm5uZ0pFFKeVYEosFgkJGREWw2GxaLhcbGRjZt2rSq1pyZmSEcDmOxWGhoaNCMxOVymcnJSfbs2YPZbOaVV17RU2kymQy5XI4tW7bg9/uxWCxYLBaMRqO+0TOZDPl8nr6+vlWv8eTJk1gsFvx+P0ajkcHBwVXN71wupxO8UkqmpqbYuXOnrpa3Wq0Eg0Guv/560um0Zv+an59n06ZNy4YmKkLXjR4ndb5htVrZt28fXV1dDA4OcvDgQaampvSMh1pwRZqUK9MDylxTpqWqBqneV2mQ6jTCuUY7FfeIugblD6584iutrG70ah589WV6vV6sVitTU1M4nU5yuRwul4uZmRm6uroYGRnB7XbT2NhIPp/XVTfZbBafz6e10EqcPHmSSCSC1Wqlp6eHbDa7qn+YTCZ58803NSdLMBhkz549TE9P43K5MJlMpFIpurq6WFhYIBAI4HA4MBgM9PT04Pf7daVGuVzG6/Ve9nnFcrlMNpulv7+f+fn58x+lvBC40ttzTlcyVguUpla/L7T5dqmxI59PFItF/uzP/oxEIsF9993HzTffDEB3dzfT09NXpw93riiVSmQyGe13lUol0uk0ra2t+P1+CoUCTqdTh/fz+TzZbHaZZpifn9cm3MLCwrJJniuhhE0l2pXQKEE8U9BGvb+eKZzVUBrUbrefleBcLcIGlUqTv/zLv6Svr489e/YQDofJZrPrimDXBW4VRKNRDAYDLpdLpxRSqZSeoTY/P4/T6dRP92w2i9frZWFhQZdjQeVmtlqtWK3W0/JHlstlRkdHyWazRKNROjo6mJiY4JZbbjnvfo4qb8vn8+smk73a0NjYyPe//30OHDjAj370Iz75yU9y7733Mj9fe+193aS8yIjFYnqOthrJZDabcblcF8THyefzmu/ycvepzoSNMH/VYJP5+Xl+8IMfMD4+zv/4H/+DbDZ7dfpwpVKJYDCoc0HpdBq3243JZGJmZkZH+E4HlZuy2+16qH21yZbJZEgmk7obYK2kukpFKL9qNZLYc2VOvpioNQ2wcoihQj6fx2g0rmk2r2x7qq59Vcn3UqlEKpUikUjg9XrJ5XIkEgkd8HI6nTQ1NTEzM8Pc3BwdHR1aYEwmE9dff33NdPKAJn2tPmbTpk3MzMxcnT7c9PQ0BoOB8fFxHWnM5XK0tbURCoXYvHnzaY8/efIkdrud+fl5WltbgYqJ2dfXx+LiIqlUimQyyczMDHffffdpgxTRaJSDBw/qUqmmpiadSFY4W9/rQiOfz5PP55cNSVxcXKSzs1NXqhiNRsbGxmhqaqJcLuuuCtWKtGPHDlKpFOPj40AlhdPR0YHf79dRy2QySUNDA9FoFCklra2tLC4uaj+5s7OTUCjEpk2bsFgsRCIRXaSg2qCy2eyyUj4leIODgzgcDh25NRqN66JHyGQyPPzww0xPT/Oe97yHz3/+88si3LXgitNwCqq6X803U5G8M304Kv9VnRJQPP/qpjOZTORyOc29f7q11EB6YFllSfV1Xg6JYfWwUTlNBavVSi6Xw2az0d3dzfz8PNlsVgujGonldrvxer1EIhECgYAeJKJSJ0o4lKAqy8JqtVIsFpmdnaW7u1uvV2u95mqdI2eLcDjMJz/5Sa677jrd75hMJnn00UeZmJi4Ok3K1VA92ulSQzAYpKmp6bIQuvUgmUyelpG4+iEI6L/VA0mN6VLNt8q0jEajOt8Hbw1JCYVCWK1WXC4XgUCAhoYGYrEY4+Pj9Pf3YzQaGRkZYc+ePeviIFmJcDjMk08+yeTkJF/72te48847efrpp69eqvOZmRkKhQKBQID29nbGxsaIxWK43W7uvPPOM5pwhw8fpq+vT/ejVU+6kVLq/jiVSFcje1dDLpcjEAhQLpdxOByrClZ1n925QkpJLBbTw0HK5fKG9dBJKZeVqhkMBorFIlDRft3d3aRSKYxGI3Nzc0SjUYrFIlu3biWTydDc3Kz9nsOHD1MulwmFQtx22216JrcyBXO5HJOTkzgcDnw+n27c3bp1K+Pj46RSKeLxuC7wVtfncDhwu90kEgld1mcymZifn6erq0tXDZ0Lmpqa+PVf/3XS6TQPPPAAP//5z/nZz35W8/FXnMB1dHRQLpf1hBOPx6OrI2rxl7xeL2NjY3R3dxOPx3XFisfjoVQqEQ6H8Xg8hMNhHbHasWPHqqaq1WolEologUsmk6e0vihfYiNQLpeZn5+nu7ubQCCAEEK3+JwrgsGg7ixwuVy648FsNrOwsIDdbmdoaAiHw0GxWCQYDNLc3KybbKvrUsvlMt3d3eTzeeWAhiMAACAASURBVCKRCM3NzToYooIjO3fu1LPyVNClep6dchXUaDBAPwjWika2t7ef8+dw6NAhstks27ZtY/fu3ezevZuvf/3rNR9/VZiU54q1vsBaTNXqfS4Xf20tKPOv2sRTr1fDuZrwZxqzrPxpJWTV5E8qghkIBGhubl7mx51tVDgSiXDjjTcSjUb51Kc+xe///u8DlZawEydOXJ0m5fnAudxQ1fusJmzxeByXy3VZCKLBYNCBI1VpA+i2oXQ6jc1m02alxWJBCEE8Hqe/v59iscjExASbN28mlUppMzAcDuvKmnA4jMvlQgjB3NwcW7duJZvNEg6HaWpqIhAI6FxlQ0MD2WyWhoYGTVXX2dlJNBrVM9aVBpZS4vV66ejoOOv/32g08tu//dt0dnZSLBb5wz/8Q02hUSvqAneRcbkwcs3MzHDixAlcLhdzc3Ns3ryZ2dlZHajw+Xy89tprNDU1sWfPHhYXF4HKON7h4WFaWloIh8McOnSIaDSq/azW1lYsFguLi4u6xy6TydDV1UVTU5MWRKfTicvlIpPJ0NjYiM1m042fRqORzZs3Yzab9eepyJxU58RGmO0ej4dPfOITHDp0iNdee40nnniCnp6eerfA5YRoNIrH4znvGk7lzqCSnljv+VT+zWw2k0qlKJVKTE5O0t7erqkVlH9nsViWaW7VmqMij0qDrfWgkVJqRuO1RkGp4oSVmvZCPrySySThcJibbrqp5tkCZ63hhBCDVOjMFfqA3we8VFi7AkvbPy+l/PHSMZ8D/hMVWvT/S0r51Nmefy0oR7xQKOD1eonH4zQ1NWE0GkmlUlgsFqLRKIuLi9xwww2nHF/NyZFMJvVT9Gy+yEKhQDKZ1M68xWI5pWql+oGXSCRwu926+1pFP2vtKDjdDVcul7XAVUcuV3aaryWIJpNJX7fFYiGXy7Fr1y5isZiOXipBFkLoHGU2m8VqtWrBU5/F6SCE0E3Ca6G6cbb6uPOJUqnE3/7t3xKPx9mzZw+33XYbLpdrXWmGsxY4KeUwcD2AEMIIzFIhFPoQ8HUp5Z9W7y+EuBZ4CNgBdAI/E0Jsk1KWzvYaVsPU1JQOBb/55pvY7Xampqbw+XyMjo4Claf15OQknZ2dpzSWHjt2TA+tHx0dpb+/n1KpdFYcHZFIhKeeeoquri5SqRRbtmxh8+bNy3w29QQfGhpifn4eq9WKw+HAarVSKpVob28nEAjokLuKuKZSKd1gG41G6enpIZFIaE6XlVDNqStx9OhRRkdHaWhowOFwMDAwgM/nO2U/VVit/LXh4WFuvPFGwuEw6XSa2dlZdu/ejdvt5tixY+TzedxuN36/n87OTmKxmGbFTiQSbN269bQ36oXQVOvViH6/ny984Qs6xbFr1y6CweCFHeaxhLuBMSnl5Gn+gQeAx6WUOWBcCDEK7AVe2qBrAGBgYACA3t7eZaFoIQQDAwOUy2WtxVaz66+55hod7u/p6dE3/tnA5/PxwAMPaPoEp9N5SgOqqn7p7u6ms7OTVCqlm0uLxaJmw4pGoxw9elTvl06nyWazSCm1/6JK0dYDh8NBd3e3/nyCweCqAmcwGFhcXMRoNJLP5zV9vDIRu7u7yWazOkfW0tKCwWCgs7MTp9NJJpOhs7OTZDKJw+E4o1Y4F/NQ5SOrTXWVR6yuVFFR0FrP4/P5+OEPf8jQ0BAHDx7kK1/5Cvfccw+hUKjma9sQH04I8V3gkJTym0tksL8BxIFXgE/LyuScbwL7pZR/u3TM/wR+IqX8wSrrrZvqXCGZTOq6PhUeXilYpVJJm4srw85nCkWr49frhCufZuX1KGauWtZTflCxWFxGtX22UD14yidTr00mk34oqUSyeuiYTCZtkrrdbn3da920iURC/9/r8RuVMJvNZk0TXy2kqwmkYj6z2+26IVfVfxYKBU0j/8Ybb9Df34/H41l3S5IigJqdneWf//mfGRoa4vHHHyedTl+Y0i4hhAWYA3ZIKReFEG1AkMqsgS8CHVLK/7gegavGeoMmhw8fZnFxEbvdrj/oxsZGfZNEo1EARkZG2Lt37ymm4nPPPcfmzZuxWq2ab1E1nKrG1Lm5OR1dO11ZVjqd5o033sDtdms/rLW1lZaWFn2zLC4u4vP5GB8fp62tDYPBoLkhFZWCElK/368rVjYKwWBQN8+OjIzg8Xi0xqtGNU2Fynupn+p9U6mUHnShCnuPHz+uG3BdLpfuolC5PFWXarPZWFxcJJFIYDAYmJiYYM+ePTz77LM6EpnJZCiXy9hsNm1yLyws6BRENBrVZrYqF7PZbESjUYxGIwsLC7S3t2Oz2di+ffsZuUpXolAo6E4S9bDp6elhcnLyguXhfpWKdlsEUL8BhBD/HfinpZezQHfVcZuWtm0otm7dyqZNm3SoVoWGVWuH2+0mn8/T2Ni4qibr6+sjGo3qmyCXy+nu71AopKngQqEQjY2N+P3+NSsYlM+lWlOampp0tFA9ANQDLxQKMTIyQm9vL/F4nGKxyPXXX8/Q0BAGg4HGxkbm5+fXTUZ7JoyNjWmtNjs7SzAY1Nwo1YjFYgwNDeH1ellcXFwWeLFYLNoULpfLNDc3k0qltNkWi8UoFotks1mMRiONjY3EYjGSySQWi4Viscjg4KAm4pVSYrFY6O7uJhaL0d7eTkNDAxaLRVslKihjtVo1f6jJZCKTySxrnVEmvHIvgsHgaaOfp0M+n+fDH/4wBw4c4JFHHuFzn/uc7kSoFRuh4R4HnpJSfm/ptR4/JYT4FHCLlPIhIcQO4DEqflsnlblxW88UNLkU0wLVT/pzde5HRkbYvHnzMt9i5blU1PR8VKqokL3inlT/02omrnpfmW2FQmHZDV39W62hSrWUNlPvVVepXC68KNFolC996Uv09fXR3t7OyMgIiUSCb3/72+c/LQB6tsA7gY9Wbf6KEOJ6KiblhHpPSnlUCPEEcAwoAp/Y6AjlRiAUCml7X4W0c7mcDkPH43EsFguhUAin08mWLVvO6XzVzF6r3XRnqlQ5V6wM958OKsJotVp1eF+ZyivrGuGtQIXyNefm5igUCnR3dy8jPlJ+s+KPMRgMeuyXCiDFYjEcDgeJRAKn00k8HieVSmG1Wmlvb99QM3steL1eHnnkEQ4dOsT8/Dx/8zd/g8vlIplM1rxGPfG9Akp7KX/A7XZrM8VsNusKeUWlt56Q8GoYHh6mp6dnXV3HFwOFQoHnn39e+14ej4dsNovJZOKaa67h1Vdf1fk4VVKlaOZvvPFGFhcXCYfDeL1e8vk8zc3NhMNh7Qdu376dTCbD7Oyspl3PZDJYLBba29uZnZ3F5/Npf8xkMmkOzi1btpwXhuzTQeVK1SzA2dnZej/c2aCWKOV6cKYC33NtirxQyOVyRCIRAN0JoDoD1CwE9UAyGo3aOlDVJ9Us0cqEVP1v8Xj8FJ9xPU2mFxLj4+Pkcjmam5t1wGX79u0cP368Xrx8NnjllVd07kgRxhqNRrxeL8lkkmQyiclk0kW3xWKR7u7uNfvODh8+rKNumzdvPoWQVRX8jo6O0t7erot6k8mkfrKrBkqz2UwkEkEIoTuh1U2r0iAqpA+nUpevhvn5eQqFAs3NzZw8eZKmpiY6OztP2U+ZbrB6m8tKDe12u894bmVqrmYOXmqCBpVCho997GMMDg7ywAMP4PP5mJycJJPJ1LxGXeBWYPPmzaTTaTweD7Ozs7ogVgUVlA8RiUQ0fUJ11LEamUxGM3I1NDToSF71vioZG4/HNfeHajtZWFjA4/EwNDSkyXBeeukl2tvbsVqtvPbaa3g8Hpqbm3G5XGSzWcrlss757du374wJ5vn5ecLhsPZZ4/E4ZrN5w6bzXEiciS1b0RyuzF/WatXYbDYefPBBxsbG+Id/+Af+5m/+hhtvvFFr/lpQNykvMqanp2lubl42iw7eMkVXRvCqmaySySSZTEbnApWZBuhpNiuRTqd1tNFoNOrOdlVnqebQnQ8zt1wu6/IwsUR7Xh0ISiaTBINBzYWioNpz2tratLlaHexRa6sigmqBUkXVqvi6VCrp2Q0rGdRqwZtvvqnzpolEgrm5OX7zN3+z5vlwV5zA5XI5pqamaGpq0jdTLeaNwsLCgm5YVDeD0hgqemk0GkkkEoTD4dN2VCuuDaUl0+n0KTkgv9+Px+MhnU6valqpCNjp+EHWg2w2qwM/1Z3w5XJZa9vVoqHVQroSSqs6HI5lgqI0SnV7jGLWUpUk5XKZRCJBd3c36XRa0w4qcz6bzZJMJmlpadHCo6grDAYDPp8Pp9PJa6+9htlspre3Vw+zVIM1f/aznxGPx4FKsOvBBx/kyJEjbNu2bUM+1/7+fsbGxq5OHy6bzeqKiXw+T0tLC7t27ar5eFX6k8lkcDqdXHvttbz++utIKWlubiYUCumSo6mpKdra2tY020qlEi+99BIej4dcLkdjYyONjY2a1RneCvUfOnRID+zw+Xyk02mklExMTJBIJGhsbCSXy9HS0sLg4OBZ3ygrfa0XX3yRjo4OhoaG8Pl8tLW10d/ff8pxc3NzTE5O0tzcTFNTE8PDw2zbto3R0VGMRiOvvvoqu3bt0nWYPp+PJ598kttvvx2z2awrQgYHBxFCMDs7y/79+/Xn/K53vYtAIEBrayuJRIJnn31WFwps3ryZeDxOKBTSFSNLXJB6TSXcTqeTjo4OrbksFguDg4N6wo96+A0MDKyb70VKyT/+4z8yOTnJ3r17ufXWWwHWZQ1ccRquGiv9pVpQTQ6kugay2SyFQgGbzaa3AzpCd7r8mCIOBZbl9pTZoyo7lIDZbDbsdjupVErXOVYX2hqNxmWUAecKNdsslUrR1NSkGbFWrh+LxZicnKSlpYVoNEqpVNLd1YlEgnK5jN1ux+v1at91cXFRl181NTXpsit4i0xXJctbW1t1LafSYiq6udL0U4GslZHM801hEY/H+ff//t+zefNm/sN/+A9s3bqVhYUFHnnkEcbHx69Ok/JyQzAY1GxSq5GKqjnhq21frSLkbB4y64HKUVabibXc6IryoHqdM+UxFS9JdSBE+WNqVJTqqhBCMDIywsDAAFJKEomEZm/r6ekhlUoRiUS0r1wul9m0adO6LIVyucwzzzzDv/3bvzE3N8cPfvADzGazYhC7Ok3Kyw1qvO8bb7xBOBxmy5YtxONxPUByfn4eo9HI1q1btSaJx+N0d3czNjam25FCoRBut5uJiQmuvfbaNQcwni2krAxhPHHiBM3NzRgMBtrb2ymXy5w4cYJCocD27dt1pLSzs1OTx0opKRaLeia4omloaGigsbGR8fFxnTBPJBJs2bKF4eFhLBYLyWSStrY23VM4PT29TNvZbDbd+qTOZbVaCQQC2jJRAROLxUI6nWbTpk16WGR/f3/NWtFgMPD2t7+dO+64g0QiwQc/+EHGxsb4nd/5nZo/x7qGu8hQJmUsFtOU3UNDQ7jdbjo6OpbReKtggopMRiIRjEajjs6l02mEEHR3d6+7Cv5MiEQiHDp0CKiMtlJEOolEQieulZ9ks9loaWnRAxxVV4Ui92ltbSWbzS5rn/F6vRSLRXK5HN3d3bqxUw2xVBTlimuzWuiUyblyZPP5yOWpyphqIR0YGGB0dLRuUl4OmJycpLGxcVnkstbZ3RcTqxUcn8m0VJquuumzekKsikxaLJZlzMwq/B8OhzXJkIrozs/P09bWpus2hRCEQiHsdrumlled/waDYdWAUK3I5XJ8+tOfZnR0lLe97W187nOf02Oah4eH6ybl5QBFpzAyMqKDFbFYTEcsVbi+WCySTqcpl8sbQmiqoJihW1pamJiYwOl0rjrPXErJwsLCso4B1ViqZgG8/vrrXHfddUDFxPX5fHg8Ho4dO0ZPTw+vvvoqRqORvXv3Mjk5yaZNm3QRwdjYGFARwOuuu46hoSH6+vp44403NK25Sl+8+OKLvPOd7ySRSDA2NkZnZ6eeQS6lxOfzEYlEKJVK3HzzzdrfnJ2dZcuWLWf9IFPtRPfeey9dXV38+Mc/Zn5+nkQiUfMadYG7yFDc+NFolOnpaU0/VygU2LdvH0eOHNF5KL/fz+Dg4Iaef3p6mlAoxI033kixWGR8fBybzXbKoJLFxUV+8Ytf0NPTQy6Xo7Ozk4MHD9LV1YXRaCSZTJJOpzl58iTpdBqj0Yjdbsfv9zM1NaX9ptbWVt0zB5Vopc/nI5/P684Ju93O9u3bcTqd7Nq1S9NQNDQ0kM/nuf/++3UOrqOjQ2tEZVpaLBatOY1GIwMDA7qz41zMTJ/Px7333svhw4c5duwY3/72t0mn0+sSuLpJeQGRy+W0I6+YrUZGRnC73do/MxqNNDQ0LONXrA59r+REqQXVpt5KUzCfz+uIodKoa9HCr2UyrmYq1gIppaaCVwJVjUQigclkWjXPGQgEtDarjtSqlp+VaYTVoqvnInxqDl08HueXfumXap6ec8VpOEWroD54VdBbLBZJpVKrmksrobq7fT4fUkrC4TDNzc263KpQKOD3+zXNwumg6hTVlw1o1i7V/ex0OonFYjQ1NWEymZY5/qocaWX4WvWlrTy/KoauFozTPVTVzXmm9iBlSq6G6s+rWuhUlYxqrlU0CMpEzufzFAoFoBJtVARD6ntTtBb5fF6br4q+UEU1VSnb8PAwQgi6uroIBoM0Njbq7v6l6TaaSPYd73gHY2Nj3HDDDetui1IF7E6nU3cMXBCavEsVmUyGZ599FqvVysmTJ3WFhtfrxePxnFHgJicn8fv9CCE4duwYNpuNyclJdu7cSS6XI5PJkEqlWFhYYNeuXezevXvNtcrlMk8//bRuoOzq6sLn8+lJLvBW1Ov111/XRchGo5FCoYDb7WZ+fl4HBlTi2+fzceLECSKRCNu2bSOdTuvawnA4jM1mw+fz6Sii0+nkhhtuWLXdZf/+/TidzlUpA6sxPT3N7Oyspl+YnJykr69Psy8/88wz3HbbbRQKBV1u9c///M/s2bNHRyDL5TI7duzQvKBvvvmmvt5f/dVfZWpqip6eHqSUvPDCC5jNZtLptO6In5ubI5fLkc/nGRwc5NixY3R1dbF161aOHTtGS0sLW7duJRqN4vP59FBNr9erAyiNjY20trYuo2yvFZFIhIceeohsNsv73/9+PvzhD5PL5dbVznXFmZSqcdFmszE3N6e5RNSHcqYPR2nI6uqObDaL0+nUmlNNc1HTXU4HRaGmtJbyUdQXHYvFdG2mMimrK0/UjZFIJHRhrprmmkqlMJlMHDlyRPPmq24DFchQwxP7+vpWNaFmZmb0zXk6HycSiTA1NQVU0gLZbJauri6dJ1RtS4qazul04vf7dUWK1+vVDaiKISwcDuvRX52dnXoslWJVdjqdFItF/VmpiGWpVFrGCaN4UVQiXG2vjnBuBJLJJE888QSxWAyAf/3Xf8Xj8fCzn/2MUCi0cWmBJRq8+wG/lHLn0rYmKszLvVSoFN63RIcngD8D7gXSwG9IKQ8tHfPrwP+ztOz/K6X8qzOd+0ry4VaDEjiTyXTK07ZQKFAoFM7Y17ZW1cn5gPKFqm9mVdRdq090Jg6TlfSGitZQ+XjKKlBmbjab1Z+dOtZms5HNZnXkcnJykt7eXk2ga7VaSaVStLS01FyZUy6Xee6552hvbyeRSPCtb32L2dlZXnjhBZLJ5Ib6cH8JfBP466ptnwV+LqX8shDis0uvP0OFxWvr0s8twLeAW5YE9A+Am6jwnbwqhPiRlLL2ZqIrGC+88AINDQ20trbqYYbZbJa5uTkefPDB0z6pL8Sc8HK5zOTkJJOTk9jtdpxOJ16vF6PRyMGDB2loaKC/v19zvmzatInFxUWi0Sg2m41yuUwmk9FR2GoS2XK5jMfjYXx8HCEEiUSCjo4OkskkVqtVJ/8bGhqIx+NEo1FdqBwKhYjH45TLZfr6+jRz2L59+zh48CDpdFpz0jidTt0wOjg4yPj4OHv37q1Z4AwGA+94xzv0a5Vy2L59e82fY03flJTyOSFE74rNDwDq7H8F/IKKwD0A/LWsqM79QgivEKJjad+fSinDAEKInwK/Any/5qu9gtHf36+DCFJKGhsbiUaj55Q32kj4/X6OHj2K2WymUCjQ0tJCMpkkFotpgqX5+XlyuRxNTU2Ew2GOHj2K1+tFCKEJbFXliapMsdvtmEwmFhcXaW1txWAw0NbWpjvM1Wx1h8OBlJLu7m7dXlTN/qWo3Kv7CPft27fsszMajfT19Wmah4GBgXVHKkdHR0kkEni9Xv3drIeQ91wejW2KDg9YAJTH3QVMV+03s7Rtre11wGn76i4FtLW1cd99953RFKxOP7jd7mU+rjpW+XHwVmuLqhyp5hBV6YJq8lnlPyuOUdWBIIQgn8/j9/vp6urStZ+9vb2EQiEcDoeOiBoMBk1KtDIVcToEAgH+6I/+iGuuuYZbbrkFv9/P/Pw8qVSq5jU2xBaRUkohxIZFX8RyqvONWraOc4Cqi1Taq6GhQXN6tLW18fLLL1MsFtm7dy+zs7MMDAxoOsGjR4/S2tqqu7mVH6XqQ71eLy+//DJbtmwhn89zzTXX8Prrr1Mqlejp6SEUCuk2n1AopGd7d3d3Mzo6SmNjow7chEIhbZq/8cYbvPe972ViYoKWlhYOHz6sAy4mk4mTJ09y11131ez7er1e2tvbCQaDPPHEEzz22GMkk0ktyLXgXARuUZG+LpmM/qXtazEsz/KWCaq2/2K1haWU3wG+A5WgyTlcYx0bBNUVABXttWnTJlKpFKOjo7jdborFoh4mohiQVRJfddwLIejv72d0dBSHw8HMzIxOI/T19dHU1EQymdRDTCwWC/l8HrvdjsViwe1264mnvb29WCwWfD6fLmgGNPmsxWJhYGBAl4oVCgXuuece4K1i5/UOajSbzTzyyCNEIhGKxSKPPvoo4XCY97///bV/kCric6YfKtHIoarXfwJ8dunvzwJfWfr7PuAngAD2AQeWtjcB40Dj0s840HSm8+7Zs0deyQgEAjIUCl3sy6gJ5XJZlstlWSqV1nXM6V6fDbLZrCwWizKTyehtmUxGBgIB/bpUKsl0Oi3D4bCcn5+X2WxWplIpKaWU+Xx+2bHnisHBQSlrlKOaNJwQ4vtUtFOzEGKGSrTxy8ATQoj/BEwC71va/cdUUgKjVNICH1oS7LAQ4ovAwaX9/otcCqBczVClVReCOfhckMvldHRQzeH2eDyaLBfemuaazWaxWCzY7XbeeOMNenp6dFTS7/fT0tKitZiqvjGbzToPp/KRxWKRZDLJrl27mJ2dxWAw4PF4ePXVV3V/Wzabxe12s7CwwMjICI8++ihzc3NEIhESiQShUIimpiZuu+029u/fz913300sFjuFB7MW5PN5/u7v/g6bzcY999xDY2Oj9jNrRa1RyofXeOvuVfaVwCfWWOe7wHdrvro6LhlEo1EOHjyI0WjUdOS33HIL+/fvp7+/n+npaS2Maga3ao5VBdg33XQTY2NjZDIZ0uk0DocDp9OJ3W7XJXDxeJxwOExTU5OeFJRIJMhkMpqAqL29XbN+qePcbje9vb26JrS/v18XUSvh3rdvny5jO5ucpXogBINBvvvd7+pJTSdPnqx5jSuu0uRyw9zcnG73v9ShuhpU+Vn1HLmVxcFyKaKoKkmqB3qsHOYBFe2h6NHT6bROJ6zcT0El+9cq5lYCvZGIxWI8/PDDTE1NsXXrVgqFAqFQiNdee41sNnt1Fi/XcX4QjUaJRCJEo1GcTieNjY2aEEkIgd1ux2q1Mj09TTweZ/v27eRyOT3sUc3Yi0Qiustb5eyUEKoay2Qyyc6dO/H7/Xqssmr3UWS8w8PDOBwO3TdYLBZpaWkhm82SyWR46aWX2L59ux6vBfD2t7/9nKpxGhoa+OEPf0gqlcJut+sZhBue+K6jjlwux+TkpB5/3NPTw8jICM3NzRw4cACz2ayr8Nvb25mamuKVV17B4XDo+tBt27bxk5/8RPNX9vf34/f7icfjuoytpaWFeDzOs88+q7kq1Ty67du3c+LECV1ZUiwWiUQiNDQ0cODAAd75znficrnw+/3s3r1b18Fu2bLlrM3IlTCbzVr7KrrE9fhwdZNyFZyJMns9UGVF6ktRhDaK6VgV+NbCQVJtljU2Np43/n2lcapRKpXw+/16zLDNZtOV8vl8Xv+PiuxW5dnUOul0mlKppLlMpHxrVpya3VBtjiq6d6PRqKfoqBK21QagpNNpTSVvNpt1+ZnaT7XVtLW1nfXn5vf7+e3f/m2MRiPvfe97uf/++8nn89x8880cOXLk6jUpVQeuokSDSm5IVc4rYVI3r5pQqo4VYn1TLU+HTCajz6UicipQAJWhF6v1uwG6b0z9L8CyKoxwOHzOMwCq53pnMhk9+23lTWkwGHSbi7omVZ1f7Sup0i8ldKpKROXq1L7qe1F+nqr+UN3bqrtbzTJPJpNEo1HNFWo2m/H5fMRiMXw+nzY91ZpjY2MIITR7mcvlOmeW5Xw+z9133002m2VoaIi/+Iu/0ExmteKKE7h8Ps+Pf/xjhBA0NjZqR/zaa6/l+eefx+VyaUrtQqFAOp2mp6eHvXv34nA4CAaDHDlyRPdNTU9Pa/5C1YsVi8Voa2sjFouRTqd1H9ZqOHDggK6RNJvNdHR00NfXp8PSqgUlGo3q4t2GhgaCwSDxeJx0Oo3b7aa/vx+fz8frr7/O1q1bOXHiBIlEggceeOCcPq8XXnhBc3+8+uqrdHd309XVdUpT5fz8vNYSqVRKz0Zrbm7WTbC9vb3EYjGOHDlCW1sbnZ2dHD9+XPOcTExM0NTUpActqiZTIQRut5vp6WnGxsZobW3l3e9+N6+99hq33nqr9htffvllHYxpb2/nHe94B1NTU9jtdg4dOkSxWNQPDdVhsLCwgNVq5Y477jinzwnQtIDbtm3TPmJLSwvT09NnPngJV6RJqdifqsc3qZ94PE4+n9cNmnKplUPdSzyxZQAAIABJREFUNOVyWTMCyyoiUhUgMBgMmjOyWmOuldcJh8PLhk+oH/WkV5UV6kZJJpPY7XbdVax4PtS8cVUeFQwGcTgc5xzdDIVCJJNJHe0rl8u6W3rlforICCqmsuIPUTm0pqYmSqWSpkZQfW3t7e16ToDVaiUWi+kHTXX/ntKycok6QX0mqVQKl8ulx36pue0qD6euXVkr1abp6SKZG4U6Td5lBCVwyjdSUObk6dr31Q2sbkg4M/PyuQycVA8ydfxaIftqVPuDioFsresLBAK0tLSQy+VIp9OnPMSSyaRmcHY6ncvOrxqGDQYD4XAYt9u97CGiHp5KyBWV3noT4JOTkwQCATZv3qxL2eoDGS9DHD58WFeddHd3MzQ0RC6Xo7+/X8+7VtNtVG3hsWPH6Ozs5JVXXuGuu+7CYDAQiUS0dlI3nspZKW1yOlqItVAoFPjhD3+I2Wzm2muv1RyR2WyWzs5OGhoaGB4e1nMCYrGYTgfMzc2xbds24vE4J06coL29HYPBoNtpVO3ja6+9xnXXXcfw8DAGg4F7770Xv9/PkSNHcDqdRKNRPaRy06ZNxGIxUqkU3d3d3HjjjTz33HN6rp6ayur1enVFyPT0tB5RvLi4yNatW9clcNPT0zz00EP4fD4effRR3v72t2ufv1bUNdxFhtJwat51oVAgl8uxsLCgS6A6OzuJRCI6CqioDNTo30AgoIVQ0XyrwE8wGMRms2mt0tjYeFZmaDab5Y033sBqteopQspsMxqNtLW1ceLECR10mZ6epquri8bGRj39J5vNYjQaSaVSujVmdnaWxsZGnZtTPpqitFCkQ06nk0wmg8fj0c25qgcvHA7rZtBqDT4xMYHD4aC7u1tHPhXBknIx1jOjPZlM8qMf/YjJyUmGh4d54YUXiEajhEIhyuVy3aS8HKAEzuv16m0XkjKhViifuHqAx+kq7lXlyPlKXVwsKLLc0dFRjhw5QjQa5U/+5E8IBAJ1gbscoKaYXuojfoeHh3W5VHNzM1NTU6RSKdxuNx6Phy1btlzsS7xo2LZtGydOnKhJ4C5+7/5VjkKhoFmgLmWo6OLMzIyeUON2u/F6vZp/8mJDFRWoPOFGI5fL8Qd/8Ad87GMf4/vff4sZZD1maT1ocpGxVmmQmrQKlQqHtrY2pqamtC/i8Xj0GF1F0qOqV+CtRkyr1YrL5SKVSi2rZnG73ZTLZVwuV01h897e3mU0EKerjCmVSiwuLupE/2qwWq14PJ4zEvio/OWZIKXUDy6Vg91oc3Z+fp7Z2Vmuu+46Wltbeeqpp5iYmCASqZ0H64oyKYPBIAsLC3i9Xv1FuVwu7WArUlTF3qSYeZuamnRYPZ/Pc/ToUdrb2/F6vZqcVE3sbG9vJ5fLYTQaWVxcJJ/P09/fr8vBSqUSgUBAh/ntdruuB1RjmlTnciKRoKurSwuK8pOU7zM8PLyMRGhqakq386uOZ0Dn51wuF16vV6+nZs9Vr614Hg0GA2NjYxiNRrq7u3V0T1GHV/tgKseVSCSIRCK0t7fXzGJ9JaFUKvHXf/3XpFIpDhw4wE9/+lNdCFBr0OSK0nCqHEhFu/L5vG7jt1qthMNhWltbdUGt1+vl+PHj+kkPFfOgp6eH/fv36zKj6elpHTEDdLROFdFms1kCgYBO/iaTSZqbm5mbm9MTcUZHR3WQQU136e7uZnFxkcXFRex2O4FAAJPJpElwTp48yfDwsDaTVKOqihjefvvtvPrqq2SzWR1aV9rMaDRSLpeJxWJ6iEYwGMTpdGq+/mrnf2BggImJCaLRKNu2bWNxcZGuri5mZmbo7u5mamqKZDJJY2OjjnxebQJnNBr5jd/4DYQQxONx/dC8++5T2kLXxBWl4VZD9XCH9RQlr2yNh7cGaagEcDUZqkquqrWr6whVCFodq36rukOlidR5VLi9enaaIj1VwxkBPdGzmqNDaSOF2dlZWlpasNlsWjsqpmLVUOl2u3XVhsFg0AXJ1VNpMpnMMu6Q9dLDXSlQNIYmk0lbHtdeey3Hjh27+jTcaqgOWa+LA34VHv6V62zEDVfrGmtVnFQPclwNqusaWOYvWSyWUxo0q4t7VwYCzrXw90pAIpHgwx/+MEII3vOe9/De975XkyXVijPegWvQnP8J8G4gD4wBH5JSRpfIYt8EhpcO3y+l/NjSMXuoMDjbqfCe/Ka81NVrHXVUQQjBv/t3/45kMsmJEye49957mZz8/9s79+CorjvPf37darW69X5LIJCQANk8Ep4yOMASD/jBVvyqeGNvuezdmVonNUk5k3hrNo43GdckqUw2dpzNjuMpzw5+bDmGuBw8eGtt2cbYEL8fgwEjYSFAIKH3o9VSv7vP/tF9r1sCpNtCgNScT5VK3af73L5Hur++5/zO7/f9tXHixAnLx7CyLfA0cYXkZF4HlimlvgJ8ATyY9FqrUmpF4uc7Se1PAP+FL2XQxx9To5nRGFnry5cvp6SkhLVr17Jly5aUpBwmvcOpc8icK6VeS3r6PvDNiY6R0K3MU0q9n3j+LHArcTk9jWZWICLcfvvtAKxfv95s37Nnj+VjTMfG918y1nAWiMi/icjbImIkIc0lLm1uMKHMuYjcJyIfi8jHvb2903CKGs2Fo5Ti008/Ze/evTQ1NZntqfgGLshpIiIPARHguURTJzBfKdWfWLO9JCJLUz2u0srLmhmIx+Nh586dzJkzh1AoxNGjRzl8+LApUmSFKRuciPwn4s6UvzCcH0qpIBBMPP5ERFqBxcRlzpND1A35c41m1mDIA7755pvs37+fDz/8kGAwmFKkyZQMTkRuBP4W+HdKKV9SeykwoJSKikgtcefI8YTq8rCIrAM+AO4B/tdUPnsyjAzt5FKw44usGykcxt7XeM1EjeZcZGRk8MMf/tDMTSwtLSUajXLttddaP8ZkbziPzPmDgBN4PXGBGu7/TcDfi0gYiAHfSZIz/2u+3BZ4hYvgMPH7/Xz22Wc4HA7sdjttbW3GGKipqaGsrIzMzEzefvttrrnmGg4cOEBpaalZe/rQoUMMDw+zdOlS2tvb6ezspKSkhMLCQkpKSjh48CC1tbVmrGBBQQEul+u8eiaay4chk2EEXRtKYw6Hg66uLjMXzpDssxqAXFxcTHFx8Zgv5mkNXj6PzPm/nOe9LwIvnue1j4Flls9sCiil6OzsxO12s3DhQlMsKCMjg3379nHzzTczODhIVlYWx48fp7293YzCyMnJYfXq1Tz11FNcd911HD58mM8//5xVq1ZRWFjIoUOHeO+993C5XHz00UeEQiHuvvtu5s7VJe5mIq2trXg8HoaGhswoI0OM6Z133jEDDoyQt29+85uTzm5CoRCPPfYYLpeLW2+9lYKCAnp6elLKTkir0K5YLGYGL4+Ojpo68hDXLSwrKzPVgG02mylh53Q6zVT71tZWfD4feXl5BINB/H4/DoeDsrIyhoeHzVAtEaG0tFRHYMxQDGFZQ5YiGAyeFd4mIvj9flNuYTKDCwaD7Nixg6amJjweD6+99ho9PT2MjIyglNIJqBrNdBIOh7n//vs5fPgwy5YtY+3atYTDYR5++GE6OzuvTIMb7/jQjhDNdJKsm3LFBy+PjIzw5ptvkpeXh91uZ/ny5ezdu5e8vDzKy8tRStHb20s4HKa2tpa2tjazpPHixYun/LlNTU1mvllubi79/f2mfmIgECA7Oxuv10tWVhbFxcVnifgcPHgQh8NBeXk5x48fx26343a7OXXqFPPnz2d0dJS6ujpTWTgcDtPY2Eg0GqW8vByXy8Xo6CgVFRW0tLRQUFBgZiLk5uZy4MABysrKWLdunZ4CXyDDw8OmGpgRUD6twcuzCbvdbiZ02mw2uru7zdy4zMxMs6CgkXLicDjwer2TZh1PhlEA0Ol0UlFRQVdXl5mgWlFRYaoAFxcXn7MedF9fHx0dHWzYsAGv10tLSwvV1dX4fD4+++wz3G43wWDQDCcytj4GBgaIRCJUVlZy6tQpnE4nPT09BINBM7l2dHSUlpYWAoEAa9euvaBxXulEIhF27tyJ2+2mpqaG/v5+jhw5Qmdnp+VjpN2U8nIQi8Xo6OgYI/vt8/lMdWHjG9DIVTNKM9ntdvLy8sxcNyNXrre3F6UUBQUFBAIBU/8/2f1s5MQZ/z+bzWa+z7i7hkIhlFJmjTZDwz9VlFL09/eTmZk5RizIaDfOJTs7O63voNFolJ/85Ce88MILdHd3U1hYaNZECIVCV96U0tD9N/4QsViMaDRqFpcwhFEND1Xyl42xzjOqbya3Tcbg4KCZ2W30cbvdpthpMsbr2dnZ5mOv12uWgTKqfgKmLPr4L0VDuzEajZpJpAUFBeTm5tLX14fD4TBFfoyiHxeSnW3IwY+fOhnaIePHlq7Y7XbuuOMOamtrmTNnDuvWrcPhcLBmzRrLx0grgwMw7oZOp9PMhM7LyzMlDvx+P7W1tWY0itfrNad/VVVVdHd3U1NTQ0VFxRjRnIno7Ow09U1WrFgBTD6vTzbE48ePU1VVZa4Fr7rqKubMmXPe4wQCAXp6eojFYpw8edIsA5WTk4Pf72d4eJi8vDzcbjderxeHw8G8efMuikHMJO3MS8HKlStZuXLlmLYrdg2XmZnJ9ddff5bmvFKK+vp687Hdbsfj8eD1es160aFQaIzSVSpTr/r6enp7e80yWalSXV1Nbm4ua9eutSSempWVRVVVFTabzazoAvEFfVFR0Zjaasa40v3ucylQSvHOO+8wMjLCypUrKSsrS7lWQ1oZHGCK6fj9flMiO1mLw8AI0TG4EMeJiFBeXk5BQcGUtiEKCgrMGnXJWiITGb1xh0xeMxlyC8kJkRMVA9GkRjgcpru7m76+Pvbt28exY8c4ffo0R48enbxzgrQyuJGREVpbW7HZbHR1dZmOjIyMDCoqKgiFQlRUVNDd3W2ufex2O6tWrTqrPFMqvPvuuxQVFeHz+SgpKcHtdlNRUZFSfyOyxTC4uXPnMm/evCmfk2b6ERGee+459u7dS11dHRs2bDBr4FklrQwuOzubRYsWEYlEqK6uZmRkxAztycrKIhQKkZubS2trK5WVleY6L5Xg03OxZMkS82504sQJc6pqlcWLF5Obm2vWPzMKV2hmFg6Hg+3bt+PxeCgrKzNnD42NjZaPkVYGZ4iwlpaWmtOzqqoqOjs7zVrbsViMr371q2RmZmJkkxsVSoPBoFlruru7m8rKSlN+LhqN0tXVRVVV1VmL5GQV4lTrjQFUVlYCY6eH6exen83k5+eTm5s7ZrqfinpbWhlcIBDgk08+4dprr6W5uZmmpiaWLl1qVsnMyMhg0aJFdHZ2UlVVRUdHh5k8WFJSQltbG/X19QSDQU6cOIHT6TSVk42A5by8vAmNSjsn0pvnn3+e9vZ2tm7dyqJFixgYGDD3Ia2QdhvfyWWUkh0YyUXck50ShsiqUQvc2CQ2NqGT24z9KG1UVy67du1i9+7dtLS00NfXR3d3Nx6P58qUOocvDcpw8fv9ftxuN6FQCJfLNSYL3MCYIiZ79IxpgpX1nTFdDYfDpm5/KhiFCo0sdSOlSDPzyMvLw+VysXnzZq655hp6e3t58MEHJ++YIK3ucKFQiCNHjhAKhRgcHGRgIJ5sXlhYSE5ODiUlJYgIgUCA/v5+8vLyCAQCBINBSkpKGBoaIhKJkJOTQygUorS0lKuuumrSz21sbKSysnKMoS1bZj3XdteuXZSWlppS4xs2bLhgR47m0nHFZgs4HA7q6urw+/3U1dWZU0rjzuF0Os3C7kbBjN7eXkZGRsyoklAoZBamt7oYbmhowGaz4fV6zYLwqbBx40ZTd8XYmNfMTDo7O2ltbWXu3LnU1NRMKIl/LqYqdf4wcRVlQzTyx0qp/5d47UHgr4AocL9SqjHRfiPwPwE78L+VUv9g+SwtEovFzIs9ufxUXl7emCIcXV1dzJkzx3SCGMHH1dXVZgpMKhhOlKn0hYlrrWlmDkop9uzZw8DAgKkG0N/fTzAYtHwMK3e4p4F/BJ4d1/6YUuqR5AYRWQLcCSwF5gBviIiRaPY4sJW4COxHIrJbKXXE8plaIBwO09PTw5kzZygqKmJgYAARYXR0lNraWnp7e6moqKCjo4OTJ0/i9XrNqBSA8vLyK7IijMYaIoLX6+Xxxx/H5/MRCoUYHh6eXoM7l9T5BNwC7EjoU54QkWNAQ+K1Y0qp44kT35F477QaXFZWFkuXLmXp0qXGuZ8VaQ/xYoZGTpyxZWBkEEyFqYRzGfGOAwMD5jlmZGRMe7ncSCRiFp2MRCLmGjYUCiEiZGdnmyWYiouLU/rC8fl8ZGRk0N/fj9PppKioaMKQtEgkYuYDzlZv7x133EF1dTVut5uqqirOnDnDXXedS2fr3FzIGu57InIP8DHwgFJqkLh8+ftJ70mWND89rv2a8x1YRO4D7gPMjGyrhMNhAoEA+fn5YwwhFovR19eH0+kkOzvbXCsZayejgOFUMC7gWCyG3W4nNzd30ovJCFLOz89ncHDQ3MsxqrVOND01ik3a7XZGR0fNaXNGRsZZaUfGY+NbOCsrC7fbTTQaNT26oVAIp9NpboeEw2HT8F0uF9FolFgsRltbG5mZmcybN49QKEQgEMDn8+H3+/F4PIgIAwMDzJkzhxMnTjBnzhwikQgtLS0sX76cnp4e82/f1tZmySE10ygpKWHbtm3m84ULF6a0lJiqwT0B/AxQid+PEq8xMC1MVeo8Go3S2NhILBbD7Xab0gSGlNmZM2coKSnh5ptvNvskBy1P1VnR3t5OU1MTPp+PwsJCMjMzWbRo0VlSCskYBulwOGhubqa/v59AIEBFRQU2m43169ef11NppOeICCMjI7S0tODz+aitrTVLGnd2do7ZZzQKLhYVFVFZWcmRI0fM+E1jC8XQ2GxqaiIajRKNRpk/fz4ej8eM8Wxvb8fj8dDZ2WkWlczPz6erq4vm5mbmzZvHmTNnyM/P54MPPjC/2JqamswUKBHB7XbPSr2Z119/nT/96U987Wtf46677jK/tK0yJYNTSpli6iLyz8D/TTztAJIjbpMlzc/XPm3Y7XY2b95slgdWSuF0OqmpqRmTtDnd/+iSkhKuu+46c7P99OnTKWUfNDQ0mHt5Dodj0pSPrKwsqqurgfiXTF1dnTlFNqZ02dnZ1NTUjMkyN+7kIjLGi2tMvY2UHsODC2Oz1OHL6fPy5cvNCy35rqqUIhgM4nK5uOqqq8aI7aQLW7ZsITMzk927dxMIBBgeHrbcd6pS55VKKUPI4TbgcOLxbuAPIvIb4k6TRcCHgACLRGQBcUO7E/iPU/nsyZisIujFYHyoV6reyqysrJQ3u400JCOyJjs7m0AgYG76L1myZML+E93Np3KnNwxSRMwAgnTcSwwEAvz2t79laGgIYEx4oBWmKnW+WURWEJ9SngS+DaCU+lxE/kjcGRIBvquUiiaO8z2gkfi2wHal1OeWz1IzhkAgQF9fH36/n76+Pr744gsWL15Mb2+vuXGfm5uLUsrMQLj66qsnnOJqrPGNb3yD66+/3nR69fT0sGnTJsv90yrS5ErBmB6Hw2H8fj9DQ0MUFBQQDoc5ffo0bW1trFu3znyP3W6ntLTUdIxYxW63W85mNhwtxpTzfFnzSikGBgZMB5Uh6TcZoVAIn89HQUGB5fO/GBjVcrKzs80cyis20uRKQUTMizQWi1FeXk5GRgYej4cFCxawbNkyhoeHcTgcZGVl4fP58Pl8piPEKk6n03KakM1mMwWPJoq+MIINkrdCrJBKwY2LyTPPPMNTTz3FTTfdxEMPPYTdbr9yNU2S5eqi0SjBYNCUqjPc30opXC4XXV1dZmWVQCCQUuzjTMHQ1jRIXgdeammFVC682RxcsGbNGlP35le/+hV+v9+M2bVCWhmciODxePB4PPj9fgKBAMXFxeb+2+DgIAUFBSxbtoyBgQHq6+vp7+/X5aY0likrK8Nut3Pq1CkOHDjAp59+SldXl+X+ab+GM1J0cnJy8Hg8uFyuGTE10cx+YrEYQ0NDrFq1ipMnT+o1HMSnOsY6ZKrBxRqNQVtbGy+//DJlZWXcdtttFBUVjVFJm4z02pHUaC4yjY2NvPHGG2ZVVbDu+IEr4A6n0UwnW7ZsIRQK0dXVxbe+9S1KSkpMMSoraIPTaFKgurqae++9l+bmZlpbW3nrrbfo6+uz3D/tnSYazXSTLEDl8Xj4yle+wqlTpyw5TfQaTqNJgXfffZcbb7yRH//4x2ZhxlQC1bXBaTQp0N3dzcKFC7njjjtMNe9UAs/1Gk6jSYGtW7cC8by4Rx99lHnz5tHT02O5v77DaTQpkJOTwy233MLGjRvJysri1VdfxePxWO6v73AaTQqEw2E6Ojqor6/nySefNJ0mVtF3OI0mBV588UUaGhp45JFHiMViFBYWpuQ00Xc4jSYFGhoa2L59OwsXLuTEiRPYbDZtcBrNxcIo6PnHP/6R/fv3s23btumVWNBoNF/idrtZv3499fX15Obm8vLLL6ckbT/pGk5EtotIj4gcTmrbKSIHEj8nReRAor1GRPxJr/1TUp/VInJIRI6JyO9ktumjaTSAx+Nh165dDA8P84Mf/IBXXnklpWRfK06Tp4EbkxuUUt9SSq1QSq0AXgT+lPRyq/GaUuo7Se1PEK9HsCjxM+aYGs1soLGxkZMnT+LxeMwiMalUq70gqfPEXeo/ANdNdAwRqQTylFLvJ54/C9wKvGL5TDWaGUBZWRm///3vOXToEKOjo2RlZTEyMmK5/4Wu4TYC3UqplqS2BSLyb8Aw8N+VUvuJy523J70nWQL9LC5E6lyjuZhs3LiRZ555BpvNRktLC4888khK2QIXanB3Ac8nPe8E5iul+kVkNfCSiCxN9aBTlTrXaC42drvdVL2eN28e1157bUp6n1Pe+BaRDOB2YKfRppQKKqX6E48/AVqBxcTVlpPP6qJInWs0F5u2tjbuv/9+du/eDcSV0lJRIbuQSJMtQLNSypwqikipiNgTj2uJO0eOJ2TRh0VkXWLddw/wrxfw2RrNZeHzzz/n2LFjVFdXm4K8RUVFlvtPSepcKfUvxOsDPD/u7ZuAvxeRMBADvqOUMkT7/pq4x9NF3FmiHSaaWccNN9xAQ0MDO3bs4Gc/+xk1NTV0d3dP3jGBzvjWaFJEKUV/fz9PP/00O3fu5NChQwQCAUv7ytrgNJoUGRoaMiseDQ0NsWDBAgYHB7XEgkYz3TQ3N7N+/Xp++ctfopSioKAgJV1KHUup0aRAfn4+TzzxBJWVlezbtw+/36+zBTSai0VlZSXt7e3s2bOHF154AZ/Pp50mGs2lYGRkhNdee427774bn8+n13AazXQTiUR48cUXefvtt8nKyuL222+f9mwBjUaT4PTp0zz22GMcOnTIrPA6vsb7ROg1nEaTAvPnz+fXv/41w8PD/PSnP6W4uJjh4WHL/bXBaTQpYLfbqaioMKugPvvssykZnHaaaDQpkmwzx48fZ8WKFXi9Xu000Wimm1AoxPe//30eeOABRkZGqKurS6mirp5SajQp4Pf7yc/PZ+vWrTidTjweD+Xl5Zb7a4PTaFIgPz+fzZs38+GHH/KLX/yCq6++mvb29sk7JtAGp9GkyKZNm1izZg1f//rX+fnPf04gELDcVxvcLCMajRKLxVBKYbPZEBHC4TAQ96DZbDazPRKJEIlEUEoRDAYBcDqdhEIhMjMzUUrhcDjw+XzYbDbsdjvRaBQRIRaLkZWVldL65ErB6/XicDhYvXo1f/jDHygrK7PcN+0Mrre3l+zsbILBIA6HIyUJs9nAe++9R35+Pn6/36wv3dzcTE1NDfX19QwODlJeXk5RURFdXV00NzdTXl5OIBDA5XLR3t6OUoqFCxfS0tLCkiVLeO+99ygoKCAnJ4f+/n7KysoYHR2lvLycq6++OiUJgXQnGo3y7W9/m7lz5/Kb3/wGl8tFbm6u5f5ptS0QDAYJh8OEQiHsdrtZbCGdCAQC2Gw2s+xtKBQiIyMDETHL4IoIDofDlADIyMggFosRDAZxOp2Ew2HTiIxjJevyhsNhMjMzicVi2O32yzXUGUksFuPVV1+lrq6OcDiM1+vlnnvuoaWlxdK2QFrd4ZxOZ0qpErOR8dU2J5ryGYYH8emmkbc13ojGPzf+htrYzsZms+FyuXjppZc4evQovb29dHV1WT+AUmrCH2AesBc4AnwOfD/RXgS8DrQkfhcm2gX4HXAMOAisSjrWvYn3twD3TvbZSilWr16tNJqZSCQSUfv371d5eXlKWbiWlVKWNr4jwANKqSXAOuC7IrIE+BGwRym1CNiTeA5wE1/Kmd9HXOIcESkC/g64BmgA/k5E0mu+p7kiOH36NH/+85/x+/1s2LCB4uJiy32tSJ13Ehd4RSnlFZEm4qrJtxBX8wJ4BngL+G+J9meVUgp4X0QKElLnm4HXVULFS0ReJ15fYLzyl0Yzo2lra8Pr9XLmzBnTOWeVlEK7EjUGVgIfAOUJYwToAozt9rnA6aRuhqz5+drP9Tn3icjHIvJxb29vKqeo0Vx0vvjiC9MT3tHRQSQSsdzXssGJSA7xSjl/o5QaEx6duJtNm7tTKfWkUmqNUmpNaWnpdB1Wo5kW7rzzTubPn4+I8NFHH6VUH86Sl1JEHMSN7TmllFGaqltEKpVSnYkpY0+ivYO4o8XAkDXv4MspqNH+1mSfnUrqg0ZzKXC73dTU1ACwbNkyXnrpJct9J92HS0iTPwMMKKX+Jqn910C/UuofRORHQJFS6m9F5N8D3wO2EXeQ/E4p1ZBwmnwCrEoc4lNgtfpSmfl8n+8Fjloe0eygBLBecmX2kI7jsjKmaqWUtanYZG5MYAPx6eJB4EDiZxtQTNw72QK8QdzgIL4t8DjxQh6HgDVJx/pL4tsFx4D/bMWNCnxs1eU6W37ScUzpOq7pHpMVL+WfE0Z0Lv7iHO9XwHfPc6ztwPbQPN24AAACt0lEQVTJPlOjSVd0AqpGcwmZDQb35OU+gYtAOo4J0nNc0zqmGR+8rNGkE7PhDqfRpA3a4DSaS8iMNTgRuVFEjorIscQ+36xCRE6KyCEROSAiHyfaikTkdRFpSfwuTLSLiPwuMdaDIrJq4qNfGkRku4j0iMjhpLaUxyAi9ybe3yIi916OsSRznnE9LCIdif/XARHZlvTag4lxHRWRG5LaU79GL/c+x3n2PuzE9/FqgUzgM2DJ5T6vFMdwEigZ1/Y/gB8lHv8I+FXi8TbiJZiFeEbGB5f7/BPntYl4oMLhqY6BeBrX8cTvwsTjwhk4roeB/3qO9y5JXH9OYEHiurRP9RqdqXe4BuCYUuq4UioE7CCehTDbuYV41A6J37cmtT+r4rwPGBkWlxWl1D5gfCRQqmO4gUSWiFJqkHju5I0X/+zPz3nGdT5uAXYopYJKqRPEgzYamOI1OlMNznJmwQxGAa+JyCcicl+iLdUMi5nIRcsSmQF8LzEd3p6Uqzmt45qpBpcObFBKrSKekPtdEdmU/KKKz1dm9Z5MOowhiSeAOmAF8fzPRy/Gh8xUgztfxsGsQSnVkfjdA+wiPgXpNqaKFjMsZiKpjmFWjE0p1a2UiiqlYsA/E/9/wTSPa6Ya3EfAIhFZICKZwJ3A7st8TpYRkWwRyTUeA9cDh4mPwfDS3Qv8a+LxbuCehKdvHeBJmrbNNFIdQyNwvYgUJqZp1yfaZhTj1sy3Ef9/QXxcd4qIU0QWEJcO+ZCpXqOX2xM2gSdpG/AFcU/QQ5f7fFI891riXqvPiAsvPZRoTznD4jKP43ni06sw8TXKX01lDEwhS+QyjOv/JM77YMJwKpPe/1BiXEeBmy7kGtWhXRrNJWSmTik1mrREG5xGcwnRBqfRXEK0wWk0lxBtcBrNJUQbnEZzCdEGp9FcQv4/QrmnTonT9fMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ldP+adDUTgO9qmvZG5ph/BO4FksADmqatPdF5cm6BHD4pSCaTvPTSS7z11lu0t7fzzjvvkJeXRyAQmPIa7lQErhKo1DRtpxDCAewAbgFuBwKapv3ksP3nka5McgnpSjTrgNmZGmzHRE7gcvgkYnBwkGeeeYY//OEPbNmyhVQqdWaNJpqmDWqatjPz2U+aheuoFSozWE267G1U07Qu0jWcLznZ8+eQw9lGKpXizTff5L333kOv1/MP//APvPPOOzgcjim3cVqMJplyvBeRLtIH8PdCiD1CiCeFEHJFeTSa82OVkL1PCLFdCLF9dHT0aLvkkMNZR09PD3feeSef//zn+dnPfkY8HicWi01L4E450iRTbVMWd/cJIR4Dfkh6XfdD4F+Br0ynzcOpzk+1jznkcDpgs9n4yle+ghCCwcFBrrjiCsbGxhgeHj7xwRmcksAJIYykhe0ZTdNeAtA0bThr+6+A1zJfzxjNeQ7nFqQFOBuRSERFDel0OoaHhzGbzdjtdvr7+wkEAtTX1yu692g0yq5du5g5cyZms5loNEpVVRV5eXkn3a/y8nJuueUWPvroI8xmMy+99BLhcHhS7YgT4VSMJgL4Lena1V/P+r1S07TBzOdvAEs0TbszU6/5Wf5sNHmbdKH702402blzJxUVFfh8PoQQKuatsLCQeDw+qTiF1+vFbDZjtVrRNI2enh4aGhqUSb+goACDwYDP58Pn81FcXIzJZCISiTAwMEB5eTk2m414PI4QgnA4jF6vx2w2Y7PZCAQCql8mkwmDwaD8ddFoFJ1OR3t7O9XV1VitVkKhEPn5+Rw6dAij0UhdXR2jo6OUlZWhaRput5uqqqqT4u3XNE2FvwWDQeLxOPn5+cRiMZLJJHl5eSQSCQwGgypEUlpaiqZpjIyMkJ+fr/yXZWVlqk0JnU6Hy+WioKAAq9WK2+0mmUxSWFhIKpWip6cHk8mkXnq3201JSQk+nw+TyaSuua+vj6qqKmw2GwcPHiQSiRAIBJg1axYdHR0qQigYDGIymairq8Pv9xONRvH7/TQ0NDA+Ps74+Lg6n8lk4tZbbz1lGncZ/hePx2lvb+ftt9/moYceIhqNnnEr5XJgA7CXdPF6gO8CfwksIK1SdgN/kyWA3yOtXiZIq6BrOAFORuD8fj+tra00NTUxNDSEEIKysjJ6enoIh8M4nU5VrGHbtm2UlJRQV1dHQ0MDO3bswGKxoNPp8Hq9pFIpCgoKCIfDGAwGgsEgOp2OQCBAWVkZmzdvpqKiQhXUiMViRCIRJUAvvvgi1dXVhMNhiouLaWpqYv369axcuZKtW7fS3NxMZ2cnVqsVm82GzWajp6dHDRCpVIrKykpcLhd5eXnE43HcbjfRaJT7779/Wi9QKBSir68Pg8HAzp07GR0dJT8/n66uLkpLSykoKGB4eFi1uX//fgoKCli2bBmvvfYas2bNIhKJEIlEKC4uxmw243K50Ol0OJ1OLrvsMlwuF3v37qWoqIjBwUEaGhqIRqNMTEzQ1NSkInwCgQDz5s3D5XKh1+tpbm6mp6cHvV6PXq/H4XAQj8dxOBw4HA51TzVNIy8vDyEEZrNZhcuZTCZVekqv1yu/qF6vV/UbTjW0zufz8dWvfhWj0chXvvIVLr/8cgBKSkoYGxv7bMVSZiMWi6kKKCdCIBDAbrcfMVvIkf5YSCQSapbJfpAy6FkGLIdCIUKhEOFwmOrqanWs0WhUo6VUoXQ6HYlEgmAwiMFgwGAwqN9SqRQmk4lgMKhmFafTeYTqNRVomobH4yESidDR0UFhYSF5eXm43W7sdjulpaXSt4TH46GxsZHh4WGsVqu6XwaDAbvdjs/nw263q+uyWq34fD4gHWwghUNejww6kIHgZ6sE1enAtm3buPbaa2lsbOSOO+7g9ttvZ2RkhDvvvJOenp7PrsCtW7cOSKfEy4j/kpISkskkw8PDlJaWKrXJ4XDQ19enRkKj0YjP58PtdmM0GsnPz6egoAC/34/T6SQWi2G329m1axeFhYXodDoqKysZHh5WI7DH4yEQCFBRUUE4HMZisWC329m/fz9Lly5l48aNLFy4kFAoBKRLa+Xn56vjrFYrIyMj2O12mpubCYVCqk6dwWDgjTfeYMaMGcycOVPNLj09PRQUFFBTUzOlexSLxYjFYrjdbhKJBNXV1YRCIQwGA2azmVgsxp49e6iqqiIcDqvICkhb63Q6HXa7nZqamikNbOcCRkdH+f3vf8/OnTtpa2tj37592O12BgcHp+yHOycFzufzKfWuv7+f/Px8SkpK1EyRSqWwWq2qwmVrays1NTVqxvJ4PBiNRgYGBqioqFDHlZeXMz4+jtlsxu/3Y7PZ1CwlVS2p6thsNsbGxtizZw/l5eUUFBQQjUa59NJL2bdvH6FQCIvFgtvtprKyku7ubqWujo2N4XA4CAQCih0qkUiQTCZZtGgR77zzDgaDgYaGBv70pz9x0UUXMT4+zpe+9CUqKiqmdI/Wr1+Px+Ohra0No9GI2WxmYmICp9NJfX09ra2tFBYWkkgkcLlcGI1GlixZwsaNGzEajTidToaGhvjGN75BZWXlyTzaTyUCgQBer5cdO3bwwx/+kPb2diYmJs58pMnZwskInFR7ZBylVPmEEGqW8Pl8FBQUHJGrll0UMRAIqFK3smonoNZX8jipEkpVMlvFDAQCpFIp8vPzgbS1TdM0rFaresHlebMrrZaWlgLpRfrhqqscNEKhED09PZx33nmT1ipTQTQaVX6kVCqlZnd5Hp/Ph9VqVedPJpNYLBYCgQAmk0mtmaYTKX86kUql6Ovro7y8HLPZTDgcxu12U1ZWhhCCnp4eUqmUMg7NmDEDh8OB1+slFAqpHEmDwUBHRwdXXnnllM4r063sdjvhcJju7m4uvvjiKVfPOSczvvfs2cP4+DjxeJzq6mp0Op2aUTweD3l5eQwODjJz5kwVlKzT6XC73TgcDlKpFLW1taxbt05VAp0xYwY6nY5oNMqhQ4eor6/HbrczNDSkDCK1tbUcOnSI2tpahoaG8Pv9WCwWRkdHaWhoYObMmbhcLrq7u7nwwgvZsWMHzc3NBAIBxd47ODjIt771LSVcR1voywqj+fn5zJ8/f8r3RdM0/H6/qpOt1+spKipS21OplArQlgIP6UFDBm1L9fh4ay5N09Q9zcvLm1SNVa/X09eXjn8oKytjfHwcp9OpSvdu3boVvV6vVNmCggJGR0fV85w7dy7r16/HYrHQ3t5OY2MjhYWFHDhwAI/Hg8PhIBaLKQPTwoUL2bJlC3q9ni9/+cu89tpraq0ZDAapqKiYdA+OB5fLxerVqwkGg9x1111873vfY968edNyNZyTM1w8Hsfr9U7yzchC6dLIIEe37LK/qVQKg8HAyMgIJSUlysRvMBjo7e0lHo9TX1+PTqcjFouRSCTw+XzYbDZKSkoQQjA+Pj6pqLvL5VLWR5vNRjAYVOqn3W5X3PRyxpmYmOCSSy45IzOH2+1m/fr1OJ1OotGoytWrq6vD5XKxaNEiXn/9dRYvXszY2BgGg0EZVoqLi1V97kAgQF1dHRMTE4yPjxMOh4nFYqrPQ0NDXHrppXR0dBCNRnG73WiahsVi4Ytf/CJtbW1s376deDxOYWEhZrNZmfgdDgeFhYV4PB7eeOMNVq1apVwTer2e888/X6pwSvvIz88nHo/jdDpVNr/M7rfZbCQSCTUry3dADhhyBp+K8Wnv3r3cfvvtXHTRRSxevJja2lo6Ojr413/9V0ZHRz+7KqVUk0wmk5ohksmkKkCfjcOdrPJ+ZKfgyN+PNaofbVs2XcNUjznTSCQS9Pb2KmOSy+UiGAzidDrRNI3q6moOHTpEZWUlg4ODalbr6+tTvsaqqipisRgWiwW9Xq/U90gkosz00gjT09NDXl4eZrOZ9evXc/3116tzxeNxAoEAeXl56HQ6JSCapmE0GolGo/T391NfX39SltgzgWQyyZo1a3jppZfo6Ohgw4YNXHTRRezdu5dYLPbZFbjXXntN+YCkpTASiTAxMUFVVZVyQMdiMVpbW1m+fDn9/f1UVVWxY8cO9Ho9FRUV9Pf3U11dTWlpKW1tbZSWlpJMJlXsnE6nY8aMGbz55psYDAbOO+88LBYLoVCI/fv3c8UVVzAyMoLT6SQcDiOEYGhoiFAoxNDQEEuXLgXAbrejaRrRaBSHw6GsknJwkOZ4QFlGDQYDiUSCSCSCxWLh0KFDOBwOZs2aNaV7lEqlGBgYIJlMKneFdIzL9a9UQeX1no764Z92aJqm8uAee+wxXnnlFble/OwKnGTCjcViVFZWKroFo9GI1+ulvb2diooKnE4noVCI8vJy9u/fT1NTEx6PR9VuNpvNDA8Pq7WG1WolHA4TCoWoq6vD5/Mxb948Wlpa8Hg8ShhDoZDyteXl5TE8PIzf76euro6RkREA5TSuqalRkSujo6MsXLiQnTt3kpeXp1Qns9lMTU0NExMTRKNRkskkM2fOZMuWLWqW8Pv9XHPNNaxYsWJK9+jdd9/l5Zdfxm6343A4mDlzJj6fj5GREVKp1CSNQNM0BgYGeOSRR1SEyWcRqVSKjRs3otPpmD9/Pvn5+Xi9XhoaGpiYmPjsChxMVg2zIR3W0q+WrcsfrgLG43HGxsaoqKiYEjOXNC7IzO9sNQnSFkrp5DWZTMr5G4vFlIUxW5WVs4yMnpDrjVgshtlsJhKJoNfrVSyfxWKZ8izkdrsnWRyNRiPhcJhkMonRaCQSifD+++9z9dVXk0gkePnll7npppuYOXPmlNo/F7F3716WLVtGLBbj7rvv5he/+AWapjFjxgx6e3s/uwK3Z88e9uzZQ15eHlarVcUMRiIRFUN54MABGhoalEm8v7+fsrIyVbP54MGD2Gw2tmzZwre//W0GBgbo7e2lsbFRkQrV1dXx0UcfEQ6HaWxsxOVyUV5eztjYGE6nE5vNRiQS4dJLL2XLli14PB4MBgM2m41kMkk8HqeiooKWlhYuuugiNE1jbGyMWbNmMT4+Tk1NDXv37iUcDtPQ0KDiLI1GI6WlpUQiEbZv384dd9xxRtY52evMHNVfugLq9773PebMmYMQgoGBAcbGxnjnnXem7BY4JwUuFAopa5S8PhlSJK2RctYIBoPKwGI2m9VMMz4+rvxxMpRpZGSE6upqFfakaRoHDx6kpqYGq9WqfHzSx2axWPD7/ZSUlLBp0yasVqviw7RYLLzwwgvcdtttRCIRFc0u4xp7e3spKSlR1xIOh5k3bx779u2jpaWF8847D51ORzgc5t57751WTlYOJ4+Wlhbee+892tvb+eUvf0ldXR1dXV0kEonPrsB9GqBpGsFgEJvNNqWg2uwZZnR0lOLiYnQ63QmtoTmcXsjnEIvF2LRpE2+88QY//elPP9tWyhxyOBMIh8M89NBDBAIBVq1axW233QakHfgjIyOf3UiTHHI4E3C5XDz99NPk5eWpgh7SDzlV5AQuhxymiJKSEh555BH6+vro7u5m8eLF2Gy2aRVkzAlcDjlMEYWFhfz1X/81/f39vPvuu+zZs4fu7u5JsaInQm61nUMO04AMgbv33nvZvHkzL7744rRUypzA5ZDDFDExMcHnPvc5FixYwP33309BQQHXXnvttLIFTgdNXjfgJ01fntA0bbEQogj4PdBAmtfkdk3TPBnioX8HbgRCwN2STDaHHD7pGB0dZXh4mNmzZ1NdXU1LSwtut3tabpnTNcNdrWnaAk3TFme+fwd4W9O080izc30n8/sNwHmZv/uAx07T+XPI4Yyjvr6eX//611RVVfH222+zfPly7rnnHpXLOBWcKZVyNWkKPTL/b8n6/T+1NDYDBZkaBaeMVCrFrl27GBwcnPR7IpEgFotx4MABxSGS7XuMxWJ0dnZOOkYGCMdiMdX2yMiI4js8HPF4XKWceDweRQ93vL7K6jzxeFxlpufwyYbRaOSKK67g0Ucf5ac//Sl/+Zd/qSoyTRWnw0qpAW8KITTgiQxrcrmkxgOGSFfYgWPTnU+SEiHEfaRnQOrq6qbUiVgsxs9//nMaGxupr6+nuLiYZDKJy+Vi1apVPPLII9x0001AOoi4qakJk8mEpmkcOnSIlpYWZs2aRTKZZP/+/ZSUlPDBB/vAV1wAACAASURBVB9wxx134PV62bVrF1dddRUjIyOEw2Hmzp3LwMAATU1NPP744yxfvhyXy0U0GqWvr4/Vq1eTn59PWVkZHo8Hk8mE1+ulsLCQzs5OBgYGqKqqorW1lTlz5lBfX68o+UKhECaTiVgspkLGioqKjssilsPZwf79+0kkEjQ2NvLkk08yMjLC+eefP+XjT8cTXK5pWr8Qogx4SwhxIHujpmlaRhinjJOhOhdCUFxcTCwWo6+vj4KCAjZt2kRZWRl6vZ7y8nJ27txJYWEhTqeT0dFRWlpauPnmmzl48CAFBQVs27aNL33pS+j1ev74xz9iNBp5/fXXGR4eZmhoCIvFopIq33zzTaLRKA899BATExO8/vrrKuM5EAjw1FNPUVpayuc+9zk2b95Mb2+vSu/Jy8tj5syZbNu2jS984Qvs37+fp556iu7ubhYuXMju3bspKioiGAwqNq+HH36Y8vLyE9yFHM4kuru7WblyJV6vl6VLl/LHP/6R8vJyVUNwKjitoV2Z2nAB0vXhrtI0bTCjMr6radocIcQTmc//ldn/oNzvWG1OJ7RreHgYu92uZgjJsJyXl4fL5aKwsFCxJUciEWKxGCUlJQQCAXp7e6mtraW4uJiJiQkgHcrj9XoJh8MUFhaqtBmz2cxzzz1HT08P3/72t7FYLKRSKcbHx5UqKYOOZ82aRVtbm6Lq8/v9ik/F6XSyceNGKisrqaysZN++feTn59PT00N9fb3ioRwYGOALX/jClLk3cjgz6O3t5etf/zp1dXUUFRWRTCYZGBjghRdeOPMFGQGEEHZAp2maP/P5LeCfgGuBcU3TfiyE+A5QpGnat4QQNwF/T9pKuQT4fzVNO27JqunGUg4PD2Oz2VT0vEzQnCokZblU3+T9kTloEmNjY5M4U6aCbAauoyGXAvPJx/r161m/fj379+9XhETA2aHJE0I0Ai9nvhqAZzVN+59CiGLgeaAO6CHtFnBn3AKPAp8j7Ra4R9O040rTdAXuO9/5DqlUirq6OsrKynC5XJhMJmw2G5dddhlz58495rGBQIA1a9YoWvOKigrcbjcmk4nx8XHuueeeKfcDYNOmTYq2G9I1oiVHpl6vZ3BwkMsuu4xkMsmjjz4KwGWXXUZ+fj7d3d0sWrQIvV5PPB7HYrEAaV6NoqKiScJ/Kuju7qayslIxP7e3t1NSUqIoBHt6emhsbCQQCLBt2zZFC5FtCu/q6qKkpEQl3+r1+mmpWZ9GeL1etm3bxltvvcXPf/5zwuHwmQ9e1jStE7jwKL+Pk57lDv9dA/7uVM55Itx0000MDg5SXFxMOBympKSE4eFh8vPzTxgRIGsH+P1+9u3bh8VioaioCKPROGWukGxEIhE2bNig6OLC4bCiYNixYwcrV65k8eLF2O12iouL6ejo4IUXXlBJqmvXrlW5eJIcVq/Xc8cdd7B48eITd2AK2Lx5M4ODg5SUlBCJRGhtbSU/P19RQzQ3N9PQ0EB/fz9PPPEEa9euJRaLkZ+fj9PpVEmYJpMJi8VCMplk1qxZfP3rXz/xyU8C2ROEJMeVWonkeJHZ95KVLRQKqXrsXq8Xg8GgBsFIJEIwGGThwoUUFBQc99zJZJLf/OY3hEIhmpubufbaa1mxYgW/+93vptz/cyo9Z2xsjIGBAeLxuJrqJf2cw+HAZDKRn5+PTqfjaIUeU6mUYvzyeDwqa1uO/tnqnnzQ4XBYqYLSQCMRi8Xw+/2Kbk5uSyaT7N69m5kzZ1JcXIzRaJy0TboMIK3ilpaWKlIhSb56+OCh0+mwWq1TVkklU1ZnZyfd3d0qI17m54XDYZ566inuu+8+Lr74YiYmJvD7/bjdbsXtKQuXBAIBbDYbRqORwsJCjEYjtbW1yg2TDbl2BhTHTPbaWAqvpBCUhVNsNhv5+flq4JHrW7vdrohzZcKwZLm22+2YzWZFISGThuW5smE0Gk/owO7o6GDx4sXodDquueYafv3rX6NpGgsXLqSjo+OzmQ/n8XjYvn27KiOVn5+vHoR8OYqLi7FYLOzdu5fR0VFWrVqlylVJn1o4HCYejys6c6nSSWiapjLHs/lTsl/4sbExxsfH1YgryVvLysqU8KxZs4brrrsOg8GgrKuyfdmmx+OhoqICTdM4cOCAYu6SI7zZbFaj++GQfJzZL5jkYZTsXJJiXRqLYDJbtdlsJhQK4XA4VP+kr9Lv96vMeklXIV9ss9ms+idfdPk8AEXDJ7fZbDbFXC25WeRgJ/vyccLr9fKzn/0Mr9fL4OAgbW1teDwe+vv7icfjn818uP/4j//A7XYDEAwGFckopEl2Lr/8ch5//HFFNy5py1euXEksFuOf//mfcTgc9Pb2qhmupqaGu+66a9p92bVrF2+88Yaq5JNMJvF6vfzkJz9RAlxUVERhYSGPPfaYmjVLSkqIx+OqQk1LSwtXXXUVy5Yt47nnnmPx4sWUlpYqduMrr7ySzZs3KwqHwsJCTCYT/f39qj7b1VdffdQ+/uEPf2BkZISRkREikQiLFi3i1ltvPWI/r9dLR0cHXq8XvV5PS0sLt9xyCy+88AL5+fnKzfHAAw+wa9cuJiYm1LrvpptuorW1lXg8rmadaDR6Uvf040RBQQFf/vKX6erqYseOHWzduhWXyzWtbIFzTuDuv//+Sda+aDSqRlDJDnzllVeq2QxQFkmz2czf/u3fotfrGR4eVqrIyVbNbGpqwuFwKDr1xsZG9u7de0RkgqRWLywsxGKxEIvFFI3C+Pg4F154ISMjIwwMDHDLLbcQjUYJh8Pk5+czODjI0NAQr776KitXrlQER/LlHhgY4MYbbzxmHxOJhCp40tjYyJYtW1i9evURdQpk5ZiioiJGRkZIJpP09fURDoeV2m2xWNi6dSt79+7FbDar2VGuo1KpFDNnziQUCk2iUv80oa6ujvr6eq6++mruvfdePvzwQ770pS9N+fhzTqU8k5Aj2eEMWZIcVKqJkjJdbjueKvTqq69y0003nTCK5Fi0f7Iy6f79+5k7dy4Wi0XtIyn3jld/TfZXDkrZfT/82pPJpGpHtimvW9LJRyIRZaGU6uLHrQqeLoTDYR544AG6urpYvXo1X/3qV9Hr9ZKp+rOpUp4KkskkmzZtUm4EGT+ZTCa56KKLeP/991VpXlmHLRAIkEwmCQQCVFZWMjo6SiKR4Oabb8blcvHHP/6R8fFx7r33Xqqqqo553v7+flVyWBbasNlsas10rJdWErMuWrToqNtPRJ83MDDA0NAQ5eXl1NbWHtNwIPt0OLL31+l0R9REOFeEDVDPs6amhr6+Pjo6Oo7wz54I55zAHWsmmApSqRQHDx4kFosp2jyv10tlZSWdnZ0MDg6Sl5eHx+Ohs7NTVWEJh8Ocf/75vPPOO8RiMS644AIAxcrlcrlUccOjIRKJ8MQTTxCPxxkZGaG0tBS3282DDz54QlP1qaKlpYV3332XVCrFv/zLv3xiePyPB/mMZREW+VskEiEUCpFMJidVivX7/epYWdNAzuJyIJkzZ84J1dzq6moefvhhtm3bxoYNG/jVr36lCrNMFeeMSqlpGlu3bmVgYAC73a7M1OFwmEAgoKyPNpttUoiUz+dTvhtZClfGXsqHKYQgGAwihFD7Hl70Q6qT0u2gZeq9ZZcuzmZFluzL27Zt48orr8Tr9eL3+3n99deZPXs2c+fOpaioSPUpLy/vmPXfrFar2pbdt2NBlp3KrqM2MDDAZZddNq3cruysh2Ntl/dNQlL7CSGYmJgglUqp4AJpWJICYjKZVPniwsJCvF6vYqqGtBEskUgoa7SkgpcllOV9lzOvVK/NZrN6XiaTSTnqpzLYTExMEA6H2bBhA0888QStra0MDAx8dgsyjo6OqmBk6f8qLi7GarXy4YcfcsMNN0xao8g1jEQ8HleVWxoaGlQx+4KCArWtra1NlVoqKiqaVNhe+vKSyaSiE5flgqVZvKKiQj3c9evXc+WVV5JKpVTBD7kekpC1044mDFJwpVEoEokQDoePe4+keyIejzM+Pk5+fr4yasj16FQQDofVuSoqKjAYDCpKx2g0YjAYlLVV+r5kNR0hBCMjIxiNRqxWKw6HA4PBoOJSh4aGKC0txW63qwFTWjel321gYACfz6c4PsvLy+ns7FTFNn0+H7FYjGuuuYY1a9Yot4fJZGJsbIxoNMq3vvWtaRlwRkdHSaVSOJ1ORQ7c3NyM2+3+bK7hXn/9dUwmE6+++irhcJjy8nJ8Ph9Op5OJiQluvPHGSSNu9tokFovxyCOPUF9fT1dXl4rYDwQC3HnnnTzzzDPqZd23bx///b//d1VZ82gYGRnhueeew2AwoNPpVBTL448/rtwCeXl5yi/3SYbf76e9vR2/36+KfRw4cID58+er6qiJRIKuri4cDgf5+fmUl5fT3d3N6OgoFRUVrF69mpaWFtra2lSO4ooVK9i2bZuK/ohEIhQVFREOh2lvb+emm25i7dq1KkKkpKQEi8XCvHnzGB8fp729XTFfHzx4UFmDvV4vJpOJuro6dDodTU1Nqq6ELNRptVpVZdqpYHx8nJUrV+JyuVi6dCnPPfccVVVV06rl98l+yieB22+/nWQyqUzhcrYwGo34fL7jvtgmk4kHH3xQsRn7/X6lntXV1eF0Okkmk0rVmTFjBoWFhcdsr66ujjvuuEMZVerr6+nt7Z2k8n1aqtH09fWxfft25ci3WCwEg0FaWlpwOp14vV7mzZtHbW0tBw8eZMuWLZSWllJTU6MSd7dt20YsFsNut1NSUqIc4kVFRcyaNUuVMW5qalJFTAoKClT9hRUrVqhyv7LcmIywkci2yMo2jEYjNTU1KmLlZJmqZfHNVatWMW/ePF555RU8Ho+KapoKzjmVUoZyZc9ccs0wFWuSNJicLbz11lssW7bstFc8PRMU6HLtdHgmBTDJFZFKpejt7aWmpkZFnsCfi2LKzzIKRqfTqToMsna62+1W69dAIEBVVRWpVIrOzk6i0SizZ89WpaQjkQi7d+9mcHCQJUuWMDw8TEVFBYODg2zdupULLriAcDjM1q1bue222046DlXTNN58803Wrl3Lnj17ePvtt7O3fXZVSrfbrZy5sgpOJBLhJz/5yXFf7EQiwS9+8Quuu+46jEYjoVCI4uJiEokEhYWF9Pf3q33l+iQej7NgwYKjvtxtbW1s3bpVqTINDQ1cccUVk1Taw9eQp4JkMsnOnTspKiqitbWVZcuWHXcGng4ikQiDg4PK8BQOh9XM9dFHH7F8+XI6OztVEHZ7ezvxeJwVK1awc+dOysrKWL58OTt27KC3t5eOjg5GRka4++672b17tzJwWa1WvF4vY2NjGI1GFi5cyAcffIDBYGDFihW4XC7GxsbYs2cPbrebzs5Odf9KSkrYu3cveXl5hEIhFixYQFFRETt37mT27NmUlpaecH17PAghuP7667n++uvp7u7mhRdeYP369bz11ltTbuOcE7grr7xShXLJWt/S4HGiGU6n01FSUsI777xDfn6+SlUJh8MsW7aMQ4cOMTExQSKRYGJigsLCQlWq6mjme4PBQEtLCwUFBZSWlrJmzRqWLFlyRFzm6UI0GuXtt98mLy9PxUceL8pkOti3bx/PPPMMVVVVlJWVEQ6HOXDgAFarldHRUQoKCmhpaaGkpASj0agEpri4WJUN3r17N83NzYyOjrJkyRL2799PLBbjzjvvpK2tjYmJCQYHByktLWXGjBlUVlZSVlaGzWbDbDazcOFCVTXIbDbj9/uxWCzY7XZ8Pp+yEEsNxWg0TspBlBblk0UqleKll17C5/NxwQUX8M1vfpMHH3yQ2traKbdxzqmUpwppEJAPSqfT0dPTQ0NDA8FgUNWbgz+vF0wm01H9frLUcSqVUmk52UUgAdauXcuyZctOOnzscCQSCUKhkKq3fSxXwnQRj8dxu93k5+eTTCZJJBIqgNpisahKqdIlIoOZZVB4IpFQZngZfSL3lzPU4VqC5O0/Wv10WXs8mUxSWVmpimw6HA4CgQB6vZ5IJMK6detYsGCBOs5kMtHU1HRS90BSYPj9fq6++mpee+01DAYDjY2NdHd3fzZVylOFTqc74sHLqp/SojXVl9hqtU5a0J+NtaHBYJiW5W2qEEJgtVoZHx9n3759VFRUUFNTo1TrcDisrMFGo5E333yThoYGRW9xySWXEAwGee+995g5c6aq11dVVcUHH3yg2ne73dhsNoQQbNu2jdWrVzMwMIDX6yWVShEIBBgdHaWoqIiZM2fS1taG3+9Hp9MxODjIX/zFX7Bu3TpCoRDV1dWUlZXx5JNPYjQaqaysZOHChSctcAaDgTvuuAOn04lOp+NrX/savb29qoz0lNo4qTN/QiFHUfhzCko2shf2OUwP27dv5/nnnyeZTKr8vAMHDuBwOKitrSUejxMMBonH49x33320trayadMmbrjhBjZu3IimaezcuZO2tja6urqYmJigqqpK1T3v6+sjPz+foqIi+vr6lDopZyuZUCxnKOkDra+vx+/3k5eXh16vV0Lh8/lUnfb6+np0Op0qfLl+/XqVggXpQXbp0qUnjOqpqanhO9/5Dhs2bOCll15i3bp1k6JYpoJzSqXs6OhgcHBQhe44nU78fr/yHcnKo3l5eSQSCcbGxiYZLKRjWiZ3xmIxleqTDTlzZRtgvF7vtMzD8mXYtGkTS5YsAThmhIhU4YqKio5qnDGbzVitVvx+PwUFBZNy9KYCqQJmD0hSxZVWX5/PpwiVpNr2y1/+kltvvZX6+nqi0ahSD4uKihgaGqKmpkaVUQ4EAuTn56sID1kHXafTKWGV1yaNTId/DgaDKqBB3hcZURKLxdA0TX3Py8tTOXlms1nlNGbXUpcOeEhrLdMZiOPxOO3t7Wzfvp2vfvWr+P3+MxtpIoSYQ5rOXKIR+AFQQJq1S6ZUf1fTtDcyx/wjcC9pWvQHNE1be6LzTHcN53K5+PDDD7FarTQ1NdHa2kpBQQHNzc309vZiMBjYunUrfr+fu++++wj1KxAIqKLy2WuI4/lvZKrP4dZGv99Pb2+vGkllCsvs2bPV7LtmzRqWL18OQHt7u+LG7OrqUrQOPT09KgrjcMOPNMPr9Xr8fj9FRUV4PJ4pGwdCoRDRaFQxnckBKXvQicfjTExMEAqFsNlsmEwmpfoBKsNAbpOw2Wx4vV6Ki4uJRCIqnCz7xZfXYDAYJhk75P2RQik/f5yIxWL86Ec/YmBggKuuuoovfvGL6HQ66urq6O3tPbNrOE3TDgILAIQQeqCfNKHQPcBPNU37Sfb+Qoh5wJ3A+UAVsE4IMVvTtJM3Gx0FW7ZsIRwOs3nzZl5++WUqKirU+uL1119Hr9er0J76+npuueUWdaymaTz66KP4/X58Ph9FRUXEYjHKysp44IEHjus0P9q6zuv18uqrr6rI/9HRUbq7u/nVr36F0+kE0utCs9nMs88+y0cffcSFF6YpYkZHR9m9ezcmk0n1X8b8ydjJaDRKZWUl7e3tFBcXU1xczIIFC6ZMngvw61//mgMHDmA0GvF4PMyaNYuHHnroiP36+vrYtWsXoVAIt9vN/v37uf3229m2bZsy0px33nk0NzfzyiuvEIlEMJlMjIyMUF9fTzgcpquri6qqKvr6+rjvvvtUxsWZxLECnQ9n0Lbb7SeMpezt7eXRRx+lsLCQgoICrrzySlULfqo4XWu4a4EOTdN6jnPy1cBzmqZFgS4hRDtwCbDpNPWBQ4cOMWvWLBKJBPPmzcPr9U5SI++99141G0nT8sDAAIBSB2+88UY1oku+jMrKSgKBgLKsyYeYbW3LhnS66/V6rr/+eqLRKCaTiZKSEkZHRyfxlsgA59mzZ7No0SJCoRBjY2PU1dWpRE253njxxRdpaGjgwgsvxOl04nK5VMxnJBKhurp62vesrKxMWRuXL1/O3r17j+o0j8VitLa2YrFY8Hg8WK1WotGoin1sampibGyM7u5uhoeHmTNnDl6vl/nz5xOPx3E6nTidTgoKCqisrCQvL494PD5pJpa09Nnf5X3K5kKJxWJKYGKxmOKhCYVCKn5W/pcUGTKNqqioSPUnO7fv4osvPqGluLy8nB/84Ae0trayefNmfvvb3xIMBqfl2zstazghxJPATk3THs2Qwd4N+IDtwENaunLOo8BmTdOezhzza2CNpmkvHqW9bKrzRT09PVPqRyQS4eDBg5SXl2OxWJRly263E4/HFamN5P+vrKxUhJ4ejwdN0/B4PMpZLAXKZDIp038sFsPj8ah1g81mIxQKTRI6Gaw7NDSkXpLsCPXsmbKlpUVlBmQTA8lR2O/3q6z1/v5+ioqKlCqXSCTw+XzHXd9J5Ofnq1jF3t7eSXwiWfd9UnZDNg4fZLLDpwDFa5LtUoE/m/CNRqPSGCQPSn5+PoFAQJ1bZsfLNkOhEOXl5UxMTBCLxWhsbFRcLHKAtNvtahCUhEOFhYVK/R0bG1OuEvmctm7dypw5cygpKWHBggXTimP1+/0Eg0E2bNjAv/3bvylek1QqdXbcAkIIE/B54B8zPz0G/JB0zYEfAv8KfGU6bWonQXUOaUPE/v37efrppzGbzSrdQzpH4/G4ikLfv38/ixcv5mtf+xpCCGbMmAHAz372MxoaGrDZbLS1tVFcXKxi//x+P5FIhL1793LxxRcTj8dpbGw8puNzcHCQJ554QgX2Suathx56SI2mer2eSy+9lBdffJGLLrpIZRkUFRVRV1en0oFGR0cpLS2ltLSUOXPmTOd2Hn5vJ6019+3bx/DwMBdeeCGbN28mlUpxzTXXHBGRE4vF1AsrhS4SiWA2m5V1MJVK0dbWRl9fH8uXL1fC9sEHHzB37lw1K82dO5exsTHgz0JeWFjI3Llz2bBhg7pml8uF0Whk9+7d+Hw+urq61CBntVrp7u6mubmZ1tZWPB4PZrOZqqoq7HY7O3bsoLi4GJfLRVlZGaWlpfT397Nv3z7OP/98vF4vDQ0NnH/++dMOHE+lUtxwww3cfPPNjI2NTStU7HSolDeQnt2GAeR/ACHEr4DXMl/7gew3sybz22nFsmXLqK2tZWRkhOrqalX5pqKiQqkWABdeeCFer/cICoCZM2cSDAZxuVwUFBQQDAaJxWLU1NRw6NAhYrEYs2bNYvPmzVRWVmI2m48pcCaTSaWdJBIJLrjgAj744AO8Xu8R6kt/fz8bN25k/vz5GAwGxsfHWbVqFc899xwmk4kZM2Zw6NAh7r777lO6P4e7S9ra2nC5XHR3d9PV1UVLSwsLFizgvPPOm3TcoUOHePLJJ1WYHKAsfzU1NQSDQUZHRxUrVzKZpK2tjZGREZU+1NPTQ19fH9dccw179uxhaGhIcW1WVVWhaRpr167lwgsvZGxsTHGKlpeXU1FRAUBpaSk2m43CwkJKSkpobGxk3rx5DA0NUVRUhMPhwGq1ct1116kZ1Gq1YjKZSCQSvPDCC6xcuZKKiopJdBBTgc/nY9WqVezfv19lC1RXV0/L73nKKqUQ4jlgraZpT2W+V2qZWgFCiG8ASzRNu1MIcT7wLOl1WxXpunHnnchocrYjTbJH8MNN5ZJVKxQKqaRUmWt3LMgcM/hz8mX2C//mm2+ydOlS9UIkk8lJBhgZ+SJzzZxO52nNyvZ6vQQCARwOB4lEgnA4TEFBwREDgt/vZ2RkRF2LpOaz2+1K3ZZxoTLCRarCRqNRXVMsFlMMzYAKbpbrQTkgTMUQcbb5Unp7e3nwwQdVbQGPx8OBAwd4//33CYVCZ16lFOl6AiuAv8n6+f8IIRaQVim75TZN0/YLIZ4HPgISwN+dbgvl6cCrr75Kd3e3ygCWfjyn08mMGTNIJBLs2rVLBQefiGH48HXV4cJSUlICoNaJx8OZoA8vKCiYEo1DXl4eVquVgYEBYrEY1dXVyniRzelpMplUsqxer1cO6EgkwrZt20gmk1x66aXKECQJZa1WKx0dHYpDVAhBIBBgZGSE+fPnK0sqoOgThoeHiUajXHvttTQ3N5/2e3M4amtr+cIXvsD27dvZtWsX7733HhMTE9PyeZ5Tju/TgUAgoKxl0riwZ88eFi5cSHl5uapmI/1ih6te08XGjRtpampSgvdJRUdHB48++qiaiWpraxkcHKSuro6CggLa2toYHBxUqp8saGkymbjqqqt47bXXmDdvHuFwmP7+foxGIz09PZSXl5Ofn8+1117Lrl27gHRBFum3s9lsXHHFFWzevBmj0ch5553Hrl27MBgMlJaWEo/HWbVq1VlxMWQjFAoxMjLCzp07uffee/F4PJ9NioVTRbaV8lQheU2yo9UPX6Bv3LiROXPmUFhYOCnPTKqekmPl48bg4CB79uwBoLOzk9mzZ+NwOHA6nSqY2+FwqPCuWCymXBqFhYW4XC7Ky8sxGo2Kil5mdx84cIBFixap6H8ZXSId4JK+DyZrDB+HI3zLli0MDQ3R2NjI/PnzAWhsbKSzszMXvHwyeOqpp6iqqlIvkfRT1dTU0NHRoSqZyuh/v9/PqlWrJvGaSPj9fp544gkikQgjIyM4nU6+//3vHxEtEo/HefbZZ2lsbFQ+us7OTi6++GJ2797NsmXLsFqt+Hw+tZaUlkEZUiVdEdIvJo07J0pC3bJlC16vl7q6OrZu3UoqlWL16tVH1KKTNeyAY7oOjofjqa0ytO14A90nYdDp6+vj7rvvpqamhhtvvJGBgQFaW1uVIW4qOKcELjt4ORvHWoRn+5Mkli1bRldXF4lEgp6eHmUoKSsrY3R0FIfDwfDwMN3d3ZhMJvLy8vD7/UcVuHA4rARj6dKlbNq0Sfn/DkckEuHJJ5+kubmZYDCI2+1W+WZdXV3MmDGDsbExenp6aG5uJhAI0Nrait/vVzNJSUkJsVhMlUJ+4IEHTmhBGxwcVDXOR0ZG2LBhA/Pnzz9u8cePk38lO/Agqzabcn5LMib5HgQCATRNU4OVhFwHymOXLl2qxy6c5AAAIABJREFUon+OhVQqRXNzM+3t7fzLv/wLw8PD004ePqdUyt7eXtxuN0NDQ6qEEaT5+wOBgEpMlbDb7TidTsbHx4lEIkqNgbQxI5FIqGINFRUVSkCPRi0gIY0F8XicoqIixZcoX4bskVoIQWtrK7W1tYrfUnJdWiwWZdWUFH4yQkamxHR0dNDX18fSpUsncYTIWU+2cTx4PB5FlGSxWCgpKVH1CWSkvnRmGwwGVTdOFv/IDi4+/FzSOunxeCZFkGTfq+wKROPj4yoKRLYlI0bgz8516WCXZbNkuJ60gOp0OsU94/V6cTqdKlTP5/NRUVFBMplUPlZZTuxEKmoikeBPf/oTAwMDRCIRhoaGWLNmjUyk/eyplHV1dZjNZlpbW6murqayspJIJMLs2bNPmO0thej9999n7ty5qvSTXq/nrbfeYuHChej1eoxGI4lEgpaWFqLRKNddd90xrYvBYJBdu3bh8/mUI95kMtHc3Dwp67uxsVFFnMgZSb5cksc/m0RWCv6CBQvUAJAtyMlkUvE5nuiaJct0JBJR6yuz2awGIMkG7Xa7VUS9fDGlNTIej9PX10ddXZ16gSE9AObn5ys/mKZpFBQUMDo6qrLxZZms888/XxljysrKVNC02+3G7/dPuv6RkRGVZR6Px5k7dy7PPPMMmqZx9dVXs27dOurq6rj88stpaWnhww8/5NChQ8ql8/3vf59XXnmFJUuWcM0110x5xjYYDNx8882T7t/3v//9aQUinFMCB2kH8t69ezl06BChUIgZM2Yct+qphHyJBgcHef3114lEIiQSCW688UYOHDjAK6+8ws0338y2bdsU92JfXx/V1dXHjTR46aWXFMlpKpWir6+PRx55RFk3rVYrdrudvXv38tFHHxGLxZgzZ45Kyenq6gJg1qxZuFwuAG655ZYTmsGnygbW2dlJeXk5GzZswO/3U11dzQ9+8IMjZqv333+fTZs2YTQacTgc+Hy+/7+9N49u6jr3vz9bsiVbnmfjATxgY6YAZi5jmpAEQkKaJmmatLfJL81927S/tF23q7e9adKu9m1Xh/S+q+mQtmnSTL2ZxybcNBBIIRAIgzFg8ASebTzJsiVrls77h7V3ZDAgORDAnM9aXpaPzjk6Rz77nL2f/TzfLytWrGDz5s2YzWZV0zZlyhQ6OzuZM2cOjz76KMuXL6ewsJBAIEBfXx+33347hw4dIjY2lieffBKTyUReXh55eXnU1dWhaRpNTU3K+DEYDHLdddexbds2rFarqm5Ys2YNR48epbW1lS984QtKVLawsJCrr76a5uZmenp6lKRFdna2EvctLy/njjvuwOVyRSW0FAgEePjhh6mrq6OsrIzvfve7xMfHRyV1PqG6lPDxRHMwGKSjo4PCwsKoBtxy7kd2neQdWdZzASr1SOpenm6wHwgE6Orqoquri9jYWJKTk7Hb7UyePFlt88EHH1BWVkZ3d7f65ycmJmK1WgkGgwwODhIfH680VIaHh7niiivOmftMQ0MDXV1dNDc3U15eTm1tLV/60pdOuesfP36curo6uru7VWCmsrKStrY2VdKkaRoFBQUcP36cWbNmUVVVhRCC2bNnU1ZWxqZNmygrK8NsNhMXF8fx48eJjY3FbrezbNkynE6n8siTYq5ut5vMzEwGBwdVtYRUuJaqX4mJiaf44MnrWt5IfT7fJ5abaG9vZ82aNerpuXr1ajo7O/nOd75DR0eHPi1wKSCnBaRjp8zckMiK4pPFZqXB48k5jzLF6XzJOTidTtX1lJ8tK7FPd2OTSeEyECMLhF0ul7rxnJzw3NfXR3p6Ok6nU2mmyMoKt9tNX1+f8n2Q223evJl169bR3d2tqgP6+vqUs6rMepEJ4UuWLGHJkiURn7vL5eLnP/+5ErNtbm5WY9PLVibvUsTv97N582bq6+uVhLaUUu/q6sLj8ZCenq7kyb1eL+Xl5ezatYuKigp1IaakpFBdXc0NN9zA0qVLz+kxdnd3s2vXLhobG0lLSyMtLU0JstbV1WEwGJg7dy5tbW0MDQ2xatUq3n///VHjPFnmNDw8rGrvSkpK+Ne//oXL5VJpcjk5ORw4cACHw6GSzVesWMG+fftUArkUZpL+BSkpKTidTqUi1tLSouoCBwYGSEpKIj09nWPHjlFcXExRURGHDh3iiiuuiFgTND4+nu985zsEg0Fqa2vZtWsXBw4c4OWXTyl4OS16g7sIMBqNVFRUUFlZqVSLhRAUFBQwa9YsZaw4efJkJaWQnp5OSUkJmZmZNDY2kpOTQ19fH+Xl5efFcae7u5vdu3eTnp6uindl8MJgMJCWlsZ7772nDBeHh4fp6elh5syZtLS0UFZWRltbGwaDgezsbFVl0N7eTlJSEiUlJcpne968eaSlpWE2m1X6WGlpqRKWlecnp4Hi4uJUSpnM05SV5TLH82RxqPDl0SBV2xYvXszy5cvRNI2dO3dGvL3epbzAyC5lZmam6hpJTcezzQuNxflM6A2fA5OT7+EX7NlUq/1+P8PDw6ruT85xejwelQztcrlU3VxsbCzt7e2UlJQghKC1tVVZSBcXF6NpGocOHVI5rn19fWRnZ9PY2EggEGDKlCkEAgFee+01rrjiChVsGe/3MzQ0xK233kp9fT2zZ8/m6aefJjU1lfLycurr6/Uu5aWA1HN89dVXmTFjhpqPSkxMJDc3V4njyAhlfHz8ac0XIfp0pwMHDmC32ykoKODw4cMAXHnllWNWC9TW1mK329XcW7grTlpaGh999BElJSXqCWexWMjJyaGhoYErrriCZ599Vnl7/+///i/Tpk1jyZIlVFVV0dDQoPzd1q1bx7Zt21i0aBFvv/02aWlp5OTkIIQgLy+Pt99+m7Vr1+L1ennrrbdIS0vDarWSlJREamoqM2fOpLq6GqfTyZ133onVaiUQCFBVVcXq1avHPb49ceIERqOR9evXk52dzbPPPktfXx/9/f0R72NCNbjwOzCcOhF7MZKYmIjH46G1tZU333yTWbNmYTQa6evrY926dbz66qv4/X7y8vJob2/n1ltvPaeff/DgQWWT1dTUxMaNGykqKlJ5gpKjR4/y0ksvqbD/ihUraG1tZXBwkNjYWBUIaWxspL29ncLCQoqLixkaGuLo0aOUlpZisViUW9A111xDW1sbhw8fZvHixco8ZXBwkIqKCmXA4fV6sdlsTJ8+XQVJ7r33Xmw2GwUFBWRkZJCdna0Uy6SQ0bx581SC+a233kpWVhYlJSVKQ1JWN8iiYFlNfiaKi4tZsmQJx44d48CBA+zevVulAEbKhOpSHj58mIaGBmCksWVlZWE0GrFaraM0CMPtoeQksZQ0l5IJTqdzlCrwWMh/8MnIQtdI0n4aGxtJSEggIyNDeRVIe6u0tDRVJCmnOpKSkjCZTCpwMBbSfBI+lv473cU0ODiI3W7H6/USFxdHIBAgNTX1lKio7P7Jyu7w/UnzlHDZBafTqZbDxxk4cgK8t3dE1C08L1Pmgsr3JB6Ph9jYWOWWk56eTk9Pj4pspqenMzg4qPRRMjIylGecHLuFS23I80xLS1PZMEVFRRHdoOX3Kq2yWltbue++++jr67s8pwWcTic2m011MWS6ljQqHGsSPFzIRgrbHDx4kPLycrxeL11dXRQXF6vE4RMnTtDU1MSiRYvG9IaT+Xwej4fm5mZVdSxzK8vKylRDPXLkiHLvLCwsJCkpSY3DDAaDSouaNGnSqPFTTU0NycnJo5w+NU2js7NzlMaiLAY9XVfTZrPh8XhGSeONhd1uJyYmRtXkhQccZLV3VlYWZrNZZa80NjZiMpmUPLqcgLZarUqLMiYmBofDQX5+Pna7ncLCQuVWKr9r6VEgM2q6u7txOp3K6TY9PZ2NGzficrmYP38+hw8fJjExkcWLF7Nv3z7q6upobW3FaDTi8XjYsGEDe/bsYdmyZSxfvjyqbrjUPs3Pz6eoqAghBFOnTqWxsfHyHMMNDQ3x8MMPKweW3NxcHA6HkuaeMWPGKduET/Ju2rSJ7du3YzAY2LJli0prmjJligphFxYWcvDgQYaHh7n99tvHPA5ZWPnkk0+qbofH4+HAgQM8/PDDFBUVASjf8J07d6p0sbS0NJKTk/F6vbS1teH3+5kzZw5tbW14PB4qKytpamri2LFjZGZmqju50Wikt7dXGWokJCRgt9sxmUzcf//9Yz7lXn/9dd566y2uuOIKpe8yFlu3buXDDz8kISFBKXYtXLiQrVu3Kp3/oqIi8vPz6erqYunSpTzxxBMsX76cmTNn0tHRgcfj4YYbbuDYsWO43W7lOpObm8vNN9+sJA7tdjvvvPOOqoK//vrreeONN7BarcpT+5prruHDDz9UDWj79u2YTCZuvvlmWlpalLnIggULsNls9Pf3k5aWhqZprF69epRHRKS0tLRw7bXX4vP5uOqqq/j1r399iijU2ZhwTzi3201zczO5ubls2rSJ+Ph4FixYoO6aZ6t1k+MI+Nh9R4qUJicn09/fr+aWYmNjz6hTr2kaR48epa+vT4Wu7XY7RUVFSgelurqaxMREBgYGlKCOlK1zOp0MDQ2RlpY2Si+koqKCnp4ejEYj9fX1vPfee2RnZ7No0SLVYAYHB8nPz1dPkTVr1ozZ4Orq6rBardTV1fHlL3/5tF3PhoYGampq6O3tVb7alZWVSulajommTp3K0aNHmTNnDlVVVfj9fubNm8eMGTN4++23KSsrU+rQ9fX1xMfH43a7ueqqq+jv76etrY2EhAT6+/spKCjAarVSXFysrMLkjUgGlKSHgJzfy8nJUV1aQGWh+P1+FVUNzwWNJgupvb2dX/3qVwwMDOBwOKitrWVgYEBKH567LmVIBm890KNp2qzQsnRGlJeLGJFSuC0khyeA3wLrACdwl6Zp+0PbfAX4YWi3/6+maU+d7bMn+rRAdXU1SUlJxMXFjUrQhZHMBnnhnYn+/v5TpNfPF1LzMRAIqDQqmQ0SyRhIji/DXXTCkQaLMptfLuvs7KSkpESNW2Vjk3N5U6ZMUT7qUiC3vb1dyapv3bqVGTNmKH9waTwyadIkVQlyNjweD3/605/IyMigpqZG6VKGpPTPaYNbCTiAp8Ma3K8Aq6ZpvxBCfB9I0zTtP4UQ64D/y0iDWwz8VtO0xaEGuhdYwIjeyT5gvqZpA2f67Ine4I4cOUJSUhKPPvooubm5ZGZmqqx2eVF961vf+lQa05no7u5m3759HDp0SOl5yonluro6hBBMmzYNh8OB1WrlpptuYt++ffT19eFyuZQxR1paGnV1dcBIVz4nJwe3243NZsPr9eJyuVS1uMPhUMnK06ZNw+l04nK5VJg/NTWVlpYWzGYziYmJDA0NkZWVhc1m47777uPpp59W0U+v18v69evZuXMng4ODzJw5k/r6em677TbmzZsXdURb+i0MDg6ycuVK2tvbz90YTtO0bUKIopMWbwBWh14/BbwP/Gdo+dPaSEveJYRIFUJMCq27SdM0K4AQYhNwHfBcJMcwUfH7/fj9fhYsWKAmhdva2igoKGBgYIDc3Nxz5vH2SWhpaWHbtm1YLBZaW1vJzs6mpaWF/v5+pWy9c+dOSktL6e/vZ9++fezZs0d5M7hcLvLy8iguLsZut6sKdpmgLBuQ9FF3uVyjKtunTp2qIpMpKSnEx8crUd6cnBwsFov6/ux2O7Gxsdx3330qoyUYDCp9lPCq+Wjm5ILBIBs3bqS/v5+UlBTWr19PRkZGVDfDTxI0yZFyeMAJICf0Oh9oC1uvPbTsdMsva+Tc4c0333yhD+WMVFZWUllZeVpjDVk5LW8Osk4tNTV11NSAwWBQmSEy01/TNAYHB1X9nSwmlWlb0lQlPz9fzaP5fD7Kysqorq4mLy9PNcyWlhby8/OJj4+nrq6O+fPnc+zYMWpra5k3b57a50cffURpaSkVFRURRymbmpr49a9/TVlZGdOmTePNN99UlSSRck6ilJqmaUKIcxZ9OUnq/FztVucTsH//fk6cOKHEcePj4ykqKuLw4cNMnz5deatfc8017Nu3Txl77Ny5k71792KxWPD7/UyePJmWlhZKS0tpb28nPz+frKwsnn76aVauXElvby8bNmzgtddew+/3q4TtQCDA0qVL2b9/PzCS9bFo0SK2bdtGTEwMkyZNUnWFsovZ2tqKyWSipqaGmJgYHnvsMQ4dOkReXp6y1br33nuZMmVKRN+BTNj+5z//yUsvvRTxXGs4n6TBdUvR11CXUdpAnk5huYOPu6By+ftj7Xi8Uuc65w+DwcCOHTtwOp2kpaXh9/uZNWsW+/fvJzMzk76+PuLj41V2SCAQ4MiRIyxatIjOzk6VeHDjjTfyzjvvkJOTQ0tLCx0dHUyfPp2SkhJKSkoAlBtPYWGhMjRJT09X8u8Wi4UFCxaQnJxMdnY2AwMDFBcXExMTw6JFi0Y9FYeHh1m/fj2tra2sXr0al8ulNEdljWKkpKam8rWvfY2qqio151hTU8Nf//rXiPcR8bRAaAz3VljQ5NdAf1jQJF3TtO8JIa4HvsnHQZNHNE1bFAqa7AMqQ7vcz0jQ5FTHwzAmetBERinlxXaxIsP+8noJ9+uWchDhc1JSRTq8Oyl1XcYaN4WrXcOZc0IHBwcxm814PB5SUlLQNI3W1lb8fr+yM5Y+ErKcR2rUyAweh8NxWon6aDnnE99CiOcYeTplCiHagR8BvwBeFELcA7QAt4VW38hIY2tkZFrgbgBN06xCiJ8Ce0Lr/eRsjU3n4sFms3H8+HFSUlJobm4mKSmJ/Px8Ojs7lSpzd3c3BQUF2Gw2hoeHyc/PZ9u2bWRnZ5OZmYnD4WD37t0sXrwYp9OplpnNZlJSUpSScn9/PyUlJfT29mKz2bjlllt4//33lcR8TU0NiYmJFBUVUVtbq+QurFYrDzzwAC+//DK5ubl0dnZitVpJSUnhpptu4rXXXuMrX/kKu3fvZtmyZVF/Bw6HgwceeACv18vq1au5+eabVVFrpEQapfziad66aox1NeAbp9nPE8ATER+dzkVDTU0NL774ItnZ2QSDQY4fP87dd9/NP/85YmIbDAZVdo1MVbvyyitxu91s3LiRvLw8Fi9ejNfr5dixY1itVhU4Wbx4MTU1Ndjtdnp7e6mtrWXp0qUkJiaSn5/P3r17OXHihKr6zs3NxefzkZeXpxS6ysrKVCFuaWmpCojI8ea8efOIi4vD5XJRUFAwZkre2WhsbFRSDW+99RZ//etfsVqtSmYwEiZcpsmlRnNzM0aj8Zx1b84X0pD+2LFjKtE3ISFBeYBLFTKfz6dSv2QUUl6kUnIv3ChFeq+3trYyadIkBgYGqKurY+nSpWoSe6zwvZTwg7E9F6xWK6mpqee0YuT48eNcf/31ql7RZDIpWXZdYuESQZpWXOz09PRw9OhRpSdiNpuVCO3w8DAVFRUEAgE2b96Mw+HgC1/4AgMDAzQ1NWEwGCgsLMRsNtPR0YHb7Va6IjIpOT4+ng8++ACDwUBjYyNxcXHU1dWp8L/P51OSesPDwxw+fFi5CeXk5KggTk1NDfHx8Rw+fJiEhATS09OxWq0MDQ3xve997xMZopSUlLBjxw6V0RIbG0tzczPr1q2LeB8TrsGNp2z+QiJTjy52hoaGOHToEDByzF/84hd54403SE9P5+WXXyYuLo7bb7+d9vZ2PB4Pu3fv5sMPP1RRwenTp1NaWsrf/vY3CgsL6evrY8WKFezevRuHw6FC/9dffz3Hjh3jyJEjpKamEgwGlYf59OnTqaurw263j1K8drlcvPDCC9x3333AyHxZUVGRKgMqLy9XxaMyjC9Vm4FRAsBnQ15f8fHxJCYmMnfu3KgmvidUl7K9vZ09e/aQlpamrKakam9CQoJKPj557kTOr3g8njM+bcL9tj8J4TeFrq4unE4npaWl6v2Ttfuldkf4MhloGCtTXY5lokWWKYXLJ0iVZZfLRUtLCwaDgeTkZHJycpSCV09Pj5r76u4e8eOU+Z/S0VWapMjupczFDM+tjImJUQaY8vuRycZSnkEmocvkcWkvfOjQIdLS0kaNzeR6J9+A5TnJ7y41NZVly5addQK8rq6Om2++GYPBwLXXXsuPf/xjvF4vS5cupa6u7vLrUhYUFJCXl6e8xKQSsxwvGI1GVcMkXVnkmCI5OVn5aPv9fpU4e7IvQbihuyQmJmbMf1YgEKC9vZ3BwUGVPWE0GpkyZYqSMDAYDEqjQ+LxeDCZTDgcDhwOBx6Ph8zMTOLj49X6fr8fm802qqFKZP5hJEipc4vFQk9PD7GxscTFxSmpPemVLb/P1NRUNQaz2WyYTCaKiorUeEp+Dzk5ORiNRrxer3I3DUfedOT3bzAYOHr0KGlpaQwODpKXl6cy/DMzM2lqalLZLNLnXErDr1ixQslTyOrz+vp6ent7mTt3LkajkeLi4lFq1+PB6XRyzTXXMDw8zPHjx1m1ahUnTpxQN5lImFANDj52rElISMBmsykzwMLCQlpaWsjLy6OpqYnExESlmW8wGHjooYfIzc3F6XTyyiuv4Ha7sVgsaJpGVlaW0kYMBAK0traSkJCAy+VS0bix+vHBYJDnn3+e3t5eVU2+b98+HnzwQZYvXw6M/BMHBwfZtm2bulHIJ7Hb7aa/v5+EhASmTZumbibx8fF0dHRQXl7OokWLTvncsYxFTsfLL79MQ0MDa9eupaqqij179vDII4+oej3J4cOHVSRRirJ2d3czZcoUhoaGiI+PZ+bMmUyePJn/+Z//IRgMkpubS29vL2vXruXAgQMMDw+r79zpdJKYmMjSpUvZt28fJSUlbN++XTW2L33pS2zbto3PfvazNDY2UlRUxFtvvcWJEyfIzc1l2rRprFq1ijfffJOioiKeeeYZVdLk9/tZunQpbW1t7N+/n5SUFH7wgx+M/QVEQWlpKW63m4GBAaWp6ff7o2pwE6pLCajSetn1k5Ewr9erJLltNhtTpkxRXYvh4WFKS0tV9fHAwADd3d2YTCbi4+MJBALKl1tO6EqHFukrfbr0ICnHnZGRgRBCRe6kVHlTUxODg4MMDAwo1eiYmBhVAd7a2kpiYqISfe3t7cVsNivV52iETMfi4MGD6gYSExNDR0cHCxcuPOXJ2dTURFNTkwqzGwwG5cMNqNzHadOm0dPTQ1dXlzImmTFjBkePHlX1bW63m6ysLOLj40lJSeH48ePk5eUxODhISkoKfX19LFmyhI6ODvr7+zGbzUybNo2mpia8Xi+JiYmq0rurq2tUxb6cEJcT3S6Xi+Tk5KjkyM9G+OS/z+ejoqKC5ubmy1Ni4XwQSfbDeJENLi8vj/T0dDWucLvd+Hy+M84X9fT0kJmZqVSNhRAMDAwo95mT683kjeJkRa5IkJXWgUBAfZasmD5TwEGmWMn1h4eHT9HNlAnc8uk1ODjI8PAwBQUFqssJqKrxxMREVb0NI/8Xs9mschv/9a9/MWPGDEwmk5Jll91RaYvc3NxMXl7emF3y0xEIBNi0aZOS47vqqquUZEZDQ8PlN4Y7X3waTpuvv/66Ko6cOnUqW7ZswWQykZMzUoQhvaQTExOJi4sjJyeH119/nYqKCiW0WlpayuHDhxFCjNI6kUih1PFUJnR3d/OnP/2JlJQU1qxZw9atW1Va1axZs8jOzmbbtm0kJiZis9kAlK5mU1MT119/PTt27ODgwYNUVFSoYwu31pL2V3J8ev/997Nt2zalR9LT08Pq1av54IMPiI2NVVMTCQkJfPvb3+aJJ56gsbERs9lMbW0t+/fvJxgMUlxcrCbQJ0+erGzL1q9frzQvI+HQoUN89atfJSsriyVLljBt2jTlMxEpeoO7SJg2bRpHjhwhJydHzV+tWrVKOdpIAwuPx6O6nRUVFWRkZJCZmYnNZkPTNGbOnMnevXuJi4sjIyODlpYWkpKSsFgsat5sPMgMjpiYGBITE5k8eTIul4ukpCRqa2vJzs7G7/eTmpqqEpdTU1NVBFgIQUZGBjfccAM9PT1kZGSop5LFYlFRR6vVSnJyMiaTifr6epXYnJqaSltbG3PnzqW8vJzu7m7y8vLYtWsXe/bsYXBwkDvvvJPe3l5SUlJUlzMlJUWJPd1yyy3Kbkzmf0ZzM83IyOC2226jubmZ7du38/LLLyuFt0jRu5QXGNmlnDt3rlpmt9txOBxjOqVeKKSJhqxfk90zOQF88tNUer+d7zlRqe51poToc0UwGGTPnj0MDw+zb98+qquraWhooLq6GrfbrXcpL1WSkpLGlet3Ptm1axcHDx6kqKiISZMmUV1drZ4yxcXFKuoqOR/+BmMhp3fG4lwPBQwGAwsWLEAIwWc/+1k0TcPv959RSOpkJlSDk5OjJz+1hRCYTKYx77ZyYvVMd+KxvMAvN9LT0/H7/Rw/fpzZs2eTkpKC3W6nuLj4nGXKnKmY80ySdtK88uTtZUnQyckMciJfeiGYTKaIclmHhoa49957GRgYYNasWfziF79QE/aRMqEanN1up7q6+pQGJz2cXS6XGtBLZIg7MTERh8OhxkIn2+qer0ilw+HA7XaPmXFut9vV9IacA5T2wDByd5fjH+llrWkadrtdFWHK9WUdmNlsVh50drt9lKKywWAgKSlJ+aNLm6lAIKDGQgCdnZ3ExcWNkjx49dVXx/0dSKHXvr6+USF+icxWGUvpWjq9ejyeUdk1UnkbRuY6w6+JcA/1+Pj4iPMrm5qasNvtzJo1i8LCQp5++mlVFhQpE6rBWa1WmpqayMrKwmQyMTAwwPz586mtrVUZIgkJCUydOpWdO3eSkZFBe3s7paWlLFy4EIDe3l5effVVKisrmTJlClu3bmXhwoUMDQ3R1dVFZWWl0t/46KOPMJvNXH311cp0Q6ZASUnygoIC2tra6Ovro6CggMHBQaVE3N/fT2FhoRoLycwLs9mMwWDgww8/VIpSRqORPXv24PF4SEpKorKyUjU2h8P9GXc0AAAgAElEQVRBc3MzycnJZGRkEAgElEmIfHLLAlI5WW00GqmqqsJutzNjxgwyMzOVB0BMTIySkZON0Wg0Mjg4SHNzM1lZWcpK61xwqfQeSkpKKCwsZMeOHdTX16sbVjRMqAaXmppKWVkZJ06cUBZIHR0dyjBQGtfn5OSoi9tut4966mVmZrJy5Uqee+45HA4HJpOJqqoqhoaGlK3uxo0blR+Zy+XC5/NRVVWl1JykWOuhQ4f4zGc+Q11dHZ2dncoyd2hoiOHhYa655hree+89enp6lN5jQkICWVlZuFwuTpw4wRtvvKGMB30+H6WlpXR1dbFx40bWrl3Lpk2bVJdKRt7k/BOMaFYajUYlviqDHzExMcyfP5+6ujreeecdli9fTktLC88995xSzlqxYgWbNm1SFdIul0tNkF933XWnGH5MdJKSknjkkUfweDz09vbS2tpKU1MT3/ve9yLex4SPUrrdbjWwbm5uprCwUE3Uni6KJVOPZP6jHD/IMhK/368GzDKPUo4T5JNKNsjY2FhsNpuK5AWDQWXEkZGRgdVqVYWbMmtdbiPluA0Gg3pfdhVlt6ivr0/5EWiahsfjIS4uDqPRyIkTJ/jnP//Jhg0blG+A/D4CgQDNzc1kZmaSnJxMVlYWvb29yk7YZDKpbrgMe8vxrs/nU9tdbkijEaPRqCyUo/GHm/AN7nLnTOVK5zpsPtHp6enhmmuuAWDVqlX89Kc/xev1smzZsoirBc46SSKEeEII0SOEOBy27NdCiFohxEEhxGtCiNTQ8iIhhEsIcSD086ewbeYLIQ4JIRqFEI8I/T/9qXC26KtO5ASDQa688krmzJnDkSNHWLFiBbNnz6axsTHifUQyK/kkIwrJ4WwCZmmadgVQD4SnYh/TNG1u6OdrYcsfBe4FykI/J+9TR+eiJiMjQ+mppKSkkJ6erhLLI+WsQZOxZM41TXs37M9dwC1n2kdItzJZ07Rdob+fBm4C/jfiI9XRucDExsbyn//5nwBKFtDpdI7KEjob5yJK+X8YcdGRFAshqoAh4Ieapm1nRNK8PWydM8qc68rLOhcjfr+fV199lZ6eHqZOncqaNWtISkqKqvTnEzU4IcQDgB/4e2hRFzBZ07R+IcR84HUhxMxo96srL+tcjLS2tvL3v/+d7Oxs+vv7OXLkCI2NjXR2dka8j3E3OCHEXYx4xl0V0qJE0zQP4Am93ieEOAaUMyJzHm5yJuXPdXQuGaRDz4svvojL5VJTQ9EwrgYnhLgO+B6wStM0Z9jyLEY84wJCiBJGgiPHQ6rLQ0KIJcBu4N+A343ns8+EnIcymUxKmkDObYW7vkgND/jYIFAK2kjzdjnJLfPxxirnkNLd0eTS6Vy65Obm8qc//Ymuri6VgVNXV8cDDzwQ8T7OOg8XLnMOdDMic/4DwAz0h1bbpWna14QQnwd+AviAIPAjTdP+EdrPAkYinvGMBEv+rxbBJGA083BDQ0O88847xMXFYbPZ6OzsRNM04uLiKCkpIT8/n7S0NH73u99x5513snfvXoxGI8PDw2zYsIFXXnmF+Ph4lZXR2NjIzJkz8fv9LF68mL179zJt2jR8Ph/Nzc2YTCZiY2O54YYbIjo+nU8PaSCSnZ1NZ2cnsbGxWCwWnE4n7e3tKnl5/vz5GI1GsrOzI5omkVk9Mt0NoKKigtra2nNTnnMamfPHT7PuK8Arp3lvL3Buku9Og1Tdio2NZe7cuRw9epTU1FR6e3s5cuQId9xxB62trWRmZvLBBx9QVVXFhg0bmDJlCkVFRfz7v/87P/vZz/jyl7/M3//+dxobGykoKCA9PZ3XX3+dAwcO4PP52Lx5My6Xi5///OeniO3oXBwcOHCAw4cP09jYqKoITCYT69at49VXX1Xpbn19fWzfvp2//OUvZ+2p2O127r//foLBIGvWrOGzn/0sbW1tUVVLTKhME7/fz0cffURubi5tbW1kZ2eTlpaGwWBgYGCAadOmMTg4qLK7vV4vXq+XtLQ0paO4c+dOGhsbKSkpwefz4fP5sNvtqpze4XAoq92SkpJxV1DrnF+cTqcShEpISFAamrGxsQSDQSWV6PP5eOedd/jqV7962ro6ic1m4yc/+QkNDQ20t7fT0dGBzWaTwxI9tUtH51zidDr54he/SFVVFfn5+RQVFdHa2sq+ffsu34pv6QEmZQDCRVplgEPeZMKlry+kPHq4N9rpxhGRvKfnRp5fLBYLL730kpJvN5lMylo5UiZUgxsYGODxxx9XodqKigo++ugjLBYLGRkZ2Gw2FXWcNGkSTqeTmJgY8vLyWL9+/bg+U9M0XnzxRaWFmJycTF9fHyaTCSEE9fX1So7bYDAwZcoUrr322lHb//WvfyUlJYW4uDi8Xi9JSUlkZmZy8OBBsrKycDgc5OTkcOWVVwLgcrl45JFHMBgMZGRkKKMLn8+nJPN8Pp+S/t6xYwc5OTmsWbMmKlk4nVNpb2/H6XSSmppKQUHBmHouZ2JCNbhgMKhM3KUctcViUeU5Uk9eWtra7XaSkpJU1fB40DSN7u5uTpw4gclkUgpaMDLIlr5leXl5ZGVljTnAdrvddHR0MG/ePI4cOYLdbqe8vJzh4WEaGhrIzs5W8z5CCFX57XQ6aWtrIy4ujo6ODsrKyuju7lY2T9Ll5ujRowwPD0elLnUxcK6GO5qmEQgETru/QCAQUdW30+nk4YcfJjk5mYKCAgwGA4cPH6arqyviY5lQYziHw8H777+vhD9lUaYQgqysLNxut6oVGxgYGGVxO9aAWQhBenr6KO+zsS7a4eFhjhw5QmFhoSrZlzVlfr9faaLIbuvJwqlyznB4eJjk5GRV1JqQkKAaj3xiwWj732AwyPDwMElJSTgcDnVTEUIQExOjPl9a/Y5HgVjTNCWlIOvqIkEIQUpKiqoWD9cWkWYkPT09+P1+srKyRn0vPp+P/v5+4uPjlY5kNMh9SQPJoaEhvF7vmOsajUbWrFlz1ieVw+HgjjvuYMeOHQwNDak6ReDy9YfzeDysXr1adR2l001iYiJdXV0kJiaSkJCgNO7lE0NGr+rr6ykvL1cmgGMpF59MdXU1N9xww5jGgZEwODhIbm4u9fX1DAwMMHv27DNaIPn9fnbu3KlETm02GwUFBZjNZurq6khKSiItLU0dS1tbG2VlZVEfVzjFxcWqYj1SpHjTWONKGSUM//tiJzExkW984xusXLmS1NRUrrjiCo4dO8a3vvWtiPcxoRqc1+vlvffe491331Whe4/Hw8qVK3nvvfeYNGmS0qCIj4/HYrHQ3NysBEjT09Pp6OggPz+fq6++ekyDDqkmLNE0TXXZGhoaVDZ5NDQ3N2OxWNizZw+NjY1YLBbWrFlz2vW7u7ux2+3KEPDo0aPU1NRgNpvp6+tTVr4WiwWfz0dRURFLly7VM2LOAddee+2oMfiiRYt48MEHI95+QnUp/X4/VqtVdQGlhofFYlFWUT6fj6GhIYaGhhgYGKCsrExFL6X8QWxsLFlZWREb7dXV1TEwMEBLSwtf+MIXoj5H6dYZDAZVl1R2H8ciEAjw4YcfYjKZmDx5svITkHbA0rwkJSVFdX0mT56sN7hPSCAQ4MUXX6Snp4c5c+awbNkyPB4PCxcu5OjRo5ffPJymaTQ2NpKVlaWigsnJyerig/PTdZG2WENDQ2RkZJx1AvVkrFarEheS+ZtJSUmfyB5X59zT3d3NL37xCzRNo6uri46ODrq7u2lqasLv919+Y7i+vj42b96Mpmk0NTUph0xpseR2u5k9ezb19fVkZGQwMDCA2+3m3nvvHbeseDAY5NFHH6W0tJSOjg6mT59ObGwsV111VcTbP/7448ycOZPjx4/T3t5OS0sLV199Nffcc8+4jknn/BAfH8+2bds4fPgwWVlZFBcXn6J5eTYmVIPLyMhg4cKFeL1eVq5cSSAQYHBwUImoulwucnNz+de//sXkyZMpLy8nISEhKo/mkzEYDCxevJiYmBhmzJjBoUOHogq/GwwGli5disViISYmhrKyMjX3pnNxkZyczD/+8Q9OnDhBYWEh6enp9Pf3s3Tp0oj3MaG6lE6nk3fffZeYmBhmz55NZ2cnJSUl1NbWkpGRgdvtJiMjg8HBQXp6eggGg+TnjxSep6SkqOxyKalXUlKiwuqBQIBdu3axevXqMzZQKQh7Lg0AdS4ewnU9ZaxgxowZHDly5PLrUg4PD7NlyxaWLVvGL3/5SxwOB4mJiZhMJhYvXkxnZydFRUXKabOlpYXa2lpaW1uJjY2lqamJ8vJycnNzOXToEBkZGWoqYWhoiNTUVGbMmHHGCoHxTAvoXBoEg0F+9rOfUVdXx/z58/n85z+P0+k8o+/ByUyoJ5w0ene73cqkQQqjyieVdOC02Wykp6crIRg5gWk0GomLi8NutxMfH4/L5VI+4YFAgPz8fD3ad5kSDAZ56KGH2Lp1K319fQwMDChF6sty4ltOZGdlZWEwGPB4PAwPD2MymXC5XGRmZiobqEmTJqlUKTlnBx+nEyUnJ0cc0ezq6sJisWCz2cjLyxuVMB3p9jLKaTQamTRpUtSRTp3zj8FgYNasWRw5coRp06ZRVlbG/v37+cc//hHxPiZUgxseHuaFF16gra1N5Uz6/X4mTZpEW1sby5cvZ3BwkPb2dlJSUoiJiaG/vx+73a5kq2WepTSDjySp+ZVXXiE9PR2bzUZ2djZut5svfelLER2zpmk8//zz5OXlUVtbS1VVFX/+85+V1bDOxcXtt9/O7bffrv4OBoOUl5dHvP2EanAWi4UlS5Ywe/ZsUlNTVWqX9APLzMykt7eXsrIyCgsL8fv9VFdXs3//fpYvX67sdF0uFxaL5ZSsktOxZMkSYCRF6+ScwbMhhGDVqlUYDAYqKytZv369Pv92EXPkyBH27t1LfHy8+l9FM24/a4MTQjzBiDpXj6Zps0LLfsyIinJvaLX/0jRtY+i9HwD3AAHgfk3T/hlafh3wW8AI/FXTtF9EfJQREgwGaWtrw2w2K7N0ae8ku5apqanU19cr69zly5ezcOFCqqqqWLt27bgu9gULFow6hmjHxZWVlVF/ps6nj9/v56mnnsJut1NYWMjWrVtxuVxR3WAjecI9CfweePqk5f+fpmkPhy8QQswAbgdmAnnAZiGEfN7+AVjDiAjsHiHEm5qmHYn4SCPA5XIRCATYt28fW7ZsUdUAMvNeOlfW1NSQnJysAiMDAwMUFBSwaNEiJbUwXi5kIevFjKxsGOtmJFPRJNII8uRlclws3U69Xm9EMnXSbPJMZGdnn/VJZTQacTqdSiYv0s8fdSxnW2EsqfMzsAF4PqRP2SSEaAQWhd5r1DTtOIAQ4vnQuue0wVksFtLS0li+fDler1d9yT6fD7PZrMpzSktLVQRTToprmkZnZycnTpw4J8diNptVRbD0orPZbGRkZOD3+xkaGgI4Y53WucRkMqkL3m63R7yd2WxWASRN0+jt7T2lzCXcHVbTNNLS0oiJiaGvr09JDGZlZdHf368q7AOBAElJSapYdnBwcNRnyvxXQKXoyXkv+Z35/f6IDBGTkpLUtp8EIQT/8R//wbx584iLiyMuLo4XX3yR1157LeJ9fJIx3DeFEP8G7AX+Q9O0AUbky3eFrRMuad520vLFp9vxeKXO5QS1rMOSgRFpq1tfX09SUhLFxcUR7zMSamtr1WtN05g6dSoWiwWLxTKqMRUWFp4SDdU0jePHjzMwMIDZbFZiN1dcccVpI5U+n493330Xg8FARUUFbW1tzJo1S022GwyGU+rwZBV6eno6MTExeDwe+vv7VXFrQkKCshru6upS3m8pKSm43W5cLhf79++nqKiIiooKZWTZ09ODyWSira2NmTNncuDAAZYsWcIHH3ygpAcOHDhATk4OZrNZXfh9fX1nrIi4WCkqKuKuu+5SN/MbbriBioqKiLcfb4N7FPgpoIV+/4YRj4Fzwnilzn0+H2+++abqY3d3d7NixQo+/PBDLBaLUnD65S9/eUoR6Cdhy5YtVFdXMzQ0RF5eHgcPHmTZsmURp/wcPHiQmpoaZZbY1dXFX/7yF1JTU8dc32azqQvebDazY8cOduzYgdvtxmKxMH/+fHbv3q00XWSxqs/nIzc3l9mzZ7Nnzx6MRqOSCJCV6OXl5bS2tirTyKlTp9Lf34/VakUIwe7du5k3b56Sn0tMTKSiooKmpiYOHjxIcnKyiro+++yzynTeZrOp6vRJkyaRnp6uehyXEn/729946aWXqKio4MEHH1RP80gZV4PTNK1bvhZCPAa8FfqzAygMWzVc0vx0y88ZJpOJu+66Syktx8TEKDN4n8+nlJLPdcVAZWUl8+fPVxXe27Zti2r7DRs2sHjxYmUVLMecpyM5OZl58+YRExNDUVERixcvxmw24/F4CAaDpKSkkJGRQUVFhbqg3W63cmYNr7cTQowqY5KFu+GK03Kdk5fJu7zRaGTdunWqqHdoaIjs7GxWr15NSkqKKkKV856XQrHpWAQCATo6Oli6dCnx8fE8+eST+P3+Ud3hszFeqfNJmqZJIYfPAdKs8U3gf4QQ/81I0KQM+AgQQJkQopiRhnY7cMd4PvtMGI1G5syZc8ry860debLXdTQqTgDp6elqHjAS5MUeFxenLubk5GR6e3tJSUkhMTFRCQ7JMdPJ+z/XTxb5tARUrunJc4mXakOTGI1GEhMT+cMf/oDdbsfr9TIwMBDVPiKZFlBS50KIdkakzlcLIeYy0qVsBv4fAE3TaoQQLzISDPED39A0LRDazzeBfzIyLfCEpmk1UR3pJcT5vrCGhobYv38/NpuN1NRU9u/fr+rwZNdZ2ij19vaSnZ3NZz7zGZYvX35ej+ty4P777+eee+5R0wHPPPMMDz/88Nk3DDGhcinh3Ck9jYdIImaflGAwiMPh4O233yYmJoaZM2fS2toKjJQnHTt2jI0bN3LLLbeQnZ2t0sbi4+OpqKgY19g1fIwyPDw8Kkopn7Ber/e0XavY2FjMZjNerxer1Trqf2QymZSAklQ7k+JNTqdTLRsLGf0UQmC321XkVyJ9Is42JRAMBikrKyMzM/OM68HI+Lm+vp7MzEwKCwuJjY2lrKyMhoaGy6/i2+/38+677+J2uyPef3hIW/42Go1kZmYSDAbp7x/xK8nKyjrj4DgYDKow+HiQBbJpaWlnFRAaHBw87Y0lGAyqaRB5fjLFTXY3o0FqX8qLNnzuSQihZAkDgcBpbzgmk4n4+Hg1FxdOTEzMqGOV+43kxhA+jvy0+OEPf8gzzzxDcXEx//3f/01lZSXTp0+PWGJhQqV2SbuqGTNmEBMTg9VqVZofMrcSRhKXd+3apZSyDAYDd9xxzoeUOhOQyspK5aDz2GOP4Xa76e7uPvuGISZUg4ORfMZ33nlHpdvMmDGD7du3k5KSQk1NDZmZmdx+++00NDQolau1a9de4KPWuVSYPn06u3fvprW1lQMHDtDQ0BDVMGZCdSnh41xGGYL2er309/eTm5tLTU0N2dnZ5OTkKHFUTdP0+jadcdHT08Pzzz/Pgw8+yODg4OU3htPROd9UVVXx1FNPkZGRwd13301BQQFTp06lsbExoganZ9rq6ETBSy+9xO7du+nu7lZS8tFEfvW+lI5OFKxcuZLm5mZqa2v53Oc+B0BLS0vE2+sNTkcnClavXk1RURGbN2/m97//PQ0NDVFNBeldSh2dKDCbzUyePJmvfe1rbNu2jd/+9rcRKwOA3uB0dKLijTfeYP78+Vx33XV0dXXxzW9+M6IMFYnepdTRiYLGxkbmzJnD8uXLKS0txeFw6EETHZ3zxU033YTVauW5555TmSYylzUS9C6ljk4UTJ06lf/6r//ixhtvZGhoiMbGxqhyd/UGp6MTBQ6Hgz179rB27Vq2b9/Ob37zm6gSwvUGp6MTBX/84x+57rrr+MpXvgLAt7/97aiKh/UxnI5OFCxYsIDf/OY3FBUV0dzcrMSfIkVvcDo6USC9Bb7zne/Q1NTEggUL6OrqOvuGIfTkZR2dKNE0jS1btvDNb36TxsZGKZ50bpKXhRBPCCF6hBCHw5a9IIQ4EPppFkIcCC0vEkK4wt77U9g284UQh4QQjUKIR8Slriijc1nS1tbGr371K4aGhtiyZQuPP/74GRXWTiaSoMmTwHXhCzRN+4KmaXM1TZsLvAK8Gvb2MfmepmlfC1v+KCN+BGWhn1H71NG5FHjmmWeorq5WCtS33HJLVJkmZ21wmqZtA6xjvRd6St0GPHemfQghJgHJmqbt0kb6sE8DN0V8lDo6FwmTJ0/mH//4Bw888ABLliyhsrKS3t7es28Y4pMGTVYA3ZqmNYQtKxZCVAFDwA81TdvOiNx5e9g64RLopzBeqXMdnfPNrbfeyrRp04iNjWXXrl088MADDA8PR7z9J21wX2T0060LmKxpWr8QYj7wuhBiZrQ7Ha/UuY7O+cZsNjNv3jwMBgNz5sxhwYIFrFixIuLtxz3xLYSIAW4GXpDLNE3zaJrWH3q9DzgGlDOithzuA3VepM51dM43hw8f5sorr+TOO++ko6ODBQsWfGqZJlcDtZqmqa6iECJLCGEMvS5hJDhyPCSLPiSEWBIa9/0b8MYn+GwdnQvC/v378fv9rFq1itTUVBwOx2lNV8ZiXFLnmqY9zog/wMnBkpXAT4QQPiAIfE3TNBlwuY+RiGc88L+hHx2dS4obb7wRq9XKtm3bePLJJxkYGIhKYkGf+NbRiRKfz0dbWxs/+tGPeOGFF6QdmK7apaNzrvH7/dTW1hIbG8uf//xnfvvb357VqjgcvcHp6ETB3r17WbFiBTfeeCP9/f18/etfJyMjI+Lt9eRlHZ0o8Pl83H333cycOZOtW7cqSf1I0Rucjk4UzJs3jw8//JAPPviADz74gOPHj1/e3gI6Op8Wzc3N3H333bz//vsRB030J5yOThS4XC5+97vfYTKZ+PKXv8zLL78cVfqhHjTR0YmCAwcO8Nhjj7Fr1y4CgQCpqalRecjrTzgdnSjIy8tj4cKFANx1111omhZVtYD+hNPRiYLJkyfz7W9/m5tuuonk5GQ2b96snHUjQX/C6ehEgRCCyspK5s6dy5o1a0hNTeWxxx6LeHv9CaejEwUOh4PbbruNVatW0d7ezu9///tzLrGgo6MToru7G6/Xy5133klCQgJdXV1RBU30BqejEwWTJk0iOzubv//97yxfvpxly5ZF5S2gj+F0dKLAYrHwxz/+EYfDwfPPP893v/td/H5/xNvrDe4Sw2q14vP5iImJwWQy4ff70TQNTdMwGAyYzWaMRiNmsxmPx0Nvby+xsbG4XC78fj9xcXF4PB7MZjMxMTHExcUxODiI0WgEkKUmmEwmzGYz6enp6j2dEfr6+nA6ndx1112kpqZy1113RbzthErt6unpYffu3cTGxpKeno7X62X58uXn+Qg/PYLBIA8//DDx8fFomkZBQQG1tbW0trZSUFDAihUrsFqtZGVlUVFRgc1m4+WXX2b69Ok4nU40TaO6uprMzEyysrJwOp3MnDmTZ599lilTppCamkp3dzcABoOBKVOmsH79erKzsy/wmV88uN1urr76ajo6OnjhhReYP38+OTk59PX1XX6pXV6vF7PZjNvtxu/3RzU/cilgMBj46le/qp5qRqORRYsWYTAYMJlMGAwGjEYjQgiSk5NJTk7mnnvuISkpiWAwiMvlYv369Wpb+TN//nwAjEYjgUAAr9dLXFwcgUAgKt38ywGfz0dJSQmf//znOXr0KB999NHla8hYUFBAQUHB2Ve8hInGqcVkMo2KoFksltOupxMZiYmJLF26lN27d1NTU0NVVRWBQCDi7SOROi8UQmwVQhwRQtQIIb4VWp4uhNgkhGgI/U4LLRchKfNGIcRBIURl2L6+Elq/QQjxlXGcr47OBUUIwde//nWefPJJtmzZwkMPPRTVEy6SaQE/8B+aps0AlgDfEELMAL4PvKdpWhnwXuhvgLV8LGf+74xInCOESAd+BCwGFgE/ko1UR+dSoqqqiqeffhqHw8FDDz0U1Rg3EqnzLk3T9ode24GjjKgmbwCeCq32FB9Ll28AntZG2AWkhqTOrwU2aZpm1TRtANiE7i+gc4mhaRo1NTUMDAxQXV3Nxo0bo+qSRzWGE0IUAfOA3UBOSG8S4ASQE3qdD7SFbSZlzU+3fKzP0aXOdS5aNm/eTHJyMkajkYaGhqhkFiLONBFCJDLilPNtTdOGwt8LGXScs/kFTdP+omnaAk3TFkSTNqOjc74RQvDTn/6UK6+8kubmZl544QX6+voi3j6iBieEiGWksf1d0zRpTdUd6ipKd5ye0PIOoDBscylrfrrlZ6S3tzcqzQgdnfNNYWEhn/vc5/jVr37Fnj17KC0tjXjbs058h6TJnwKsmqZ9O2z5r4F+TdN+IYT4PpCuadr3hBDXA98E1jESIHlE07RFoaDJPkBGLfcD88OUmU/3+XagLuIzujTIBCK/LV46TMTziuScpmiaFllXTKYFne4HWM5Id/EgcCD0sw7IYCQ62QBsZqTBAQjgD4wYeRwCFoTt6/8AjaGfu8/22aFt9kay3qX0MxHPaaKe17k+p7MGTTRN+yDUiMbiqjHW14BvnGZfTwBPnO0zdXQmKnp5jo7Op8il0OD+cqEP4DwwEc8JJuZ5ndNzuuirBXR0JhKXwhNOR2fCoDc4HZ1PkYu2wQkhrhNC1IWqDr5/9i0uLoQQzUKIQ0KIA0KIvaFlUVdYXEiEEE8IIXqEEIfDll3yVSKnOa8fCyE6Qv+vA0KIdWHv/SB0XnVCiGvDlkd/jV7oeY7TzH0YGZnHKwFMQDUw40IfV5Tn0AxknrTsV8D3Q6+/D/wy9HodIxbMgpGKjN0X+vhDx7WSkUSFw+M9ByAdOB76nRZ6nXYRntePge+Ose6M0PVnBopD16VxvNfoxfqEWwQ0app2XNM0L/A8I0MFlhAAAAGYSURBVFUIlzrRVlhcUDRN2wacnAl0yVeJnOa8TscG4HlN0zyapjUxkrSxiHFeoxdrg4u4suAiRgPeFULsC1U/QPQVFhcj561K5CLgm6Hu8BNhtZrn9Lwu1gY3EViuaVolIwW53xBCrAx/Uxvpr1zSczIT4RzCeBQoBeYCXcBvzseHXKwNblyVBRcTmqZ1hH73AK8x0gWJtsLiYuRTqRL5tNE0rVvTtICmaUHgMUb+X3COz+tibXB7gDIhRLEQwgTcDrx5gY8pYoQQCUKIJPkauAY4zMg5yCjdV4A3Qq/fBP4tFOlbAgyGddsuNqI9h38C1wgh0kLdtGtCyy4qThozf46R/xeMnNftQgizEKKYEemQjxjvNXqhI2FniCStA+oZiQQ9cKGPJ8pjL2EkalUN1MjjZxwVFhf4PJ5jpHvlY2SMcs94zoFxVIlcgPN6JnTcB0MNZ1LY+g+EzqsOWPtJrlE9tUtH51PkYu1S6uhMSPQGp6PzKaI3OB2dTxG9wenofIroDU5H51NEb3A6Op8ieoPT0fkU+f8BEiCmUkk3lz4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "filename = \"test_images/2.jpeg\"\n",
    "in_color = cv2.imread(filename,1)\n",
    "\n",
    "plt.imshow(cv2.cvtColor(in_color, cv2.COLOR_BGR2RGB))\n",
    "plt.title('input')\n",
    "plt.show()\n",
    "\n",
    "##########################################################################################\n",
    "# Executing Sauvola for binarization\n",
    "\n",
    "win_size = int(0.05*min(in_color.shape[0],in_color.shape[1]))\n",
    "if (win_size%2==0):\n",
    "    win_size = win_size + 1\n",
    "k = 0.5\n",
    "gray = cv2.cvtColor(in_color, cv2.COLOR_BGR2GRAY)\n",
    "T = threshold_sauvola(gray, window_size=win_size,k=k)\n",
    "binary = np.copy(gray)\n",
    "binary[gray <= T] = 0\n",
    "binary[gray > T] = 255\n",
    "\n",
    "plt.imshow(gray,cmap = 'gray')\n",
    "plt.title('gray')\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(binary,cmap = 'gray')\n",
    "plt.title('sauvola')\n",
    "plt.show()\n",
    "##########################################################################################\n",
    "# Executing modified sauvola for binarization using deafult parameters\n",
    "\n",
    "binary_default = MSB.SauvolaModBinarization(in_color)\n",
    "\n",
    "plt.imshow(binary_default,cmap = 'gray')\n",
    "plt.title('sauvola_mod_default')\n",
    "plt.show()\n",
    "\n",
    "##########################################################################################\n",
    "# Executing modified sauvola for binarization using custom parameters\n",
    "\n",
    "k1=0.5\n",
    "k2=0.5\n",
    "n1 = int(0.04*min(in_color.shape[0],in_color.shape[1]))\n",
    "if (n1%2==0):\n",
    "    n1 = n1+1\n",
    "n2 = int(0.09*min(in_color.shape[0],in_color.shape[1]))\n",
    "if (n2%2==0):\n",
    "    n2 = n2+1\n",
    "binary_nondefault = MSB.SauvolaModBinarization(in_color,n1,n2,k1,k2,default=False)\n",
    "\n",
    "\n",
    "plt.imshow(binary_nondefault,cmap = 'gray')\n",
    "plt.title('sauvola_mod_nondefault')\n",
    "plt.show()\n",
    "\n",
    "##########################################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
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